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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/NielsRogge/Transformers-Tutorials/blob/master/SAM/Run_inference_with_MedSAM_using_HuggingFace_Transformers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Segment medical images with MedSAM\n",
        "\n",
        "In this notebook, we're going to perform inference with [MedSAM](https://twitter.com/BoWang87/status/1650690625317007361), a fine-tuned version of the SAM (segment-anything model) by Meta AI on the medical domain (thereby greatly improving its performance).\n",
        "\n",
        "* [Original repo](https://github.com/bowang-lab/medsam)\n",
        "* [Hugging Face docs](https://huggingface.co/docs/transformers/main/en/model_doc/sam).\n",
        "\n",
        "## Set-up environment\n",
        "\n",
        "We'll start by installing Transformers from source (as SAM is brand new) and the Datasets library, both by 🤗."
      ],
      "metadata": {
        "id": "8TUDJXQwpaS2"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8gd9agZDpSrG",
        "outputId": "f3304994-0d59-4911-9bf3-50f963cb21da"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install -q git+https://github.com/huggingface/transformers.git datasets"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Load model and processor\n",
        "\n",
        "Next, let's load the SAM model and its corresponding processor. The model is available on the 🤗 hub here: https://huggingface.co/wanglab/medsam-vit-base."
      ],
      "metadata": {
        "id": "sYSYuyEmpb8t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "from transformers import SamModel, SamProcessor\n",
        "\n",
        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "\n",
        "processor = SamProcessor.from_pretrained(\"wanglab/medsam-vit-base\")\n",
        "model = SamModel.from_pretrained(\"wanglab/medsam-vit-base\").to(device)"
      ],
      "metadata": {
        "id": "3DuyOdocpZ6u"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Load image + ground truth map\n",
        "\n",
        "Next, let's load an image from the dataset that the MedSAM authors collected, with its ground truth segmentation map. I've uploaded a small subset (130 images + segmentation maps) to the 🤗 hub (see last section of this notebook to see how I did that)."
      ],
      "metadata": {
        "id": "FivFsRnJppW1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "dataset = load_dataset(\"nielsr/breast-cancer\", split=\"train\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r-X1CK_3kKPn",
        "outputId": "ba33393c-f947-4d0e-d0d3-0048cecffb16"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:datasets.builder:Found cached dataset parquet (/root/.cache/huggingface/datasets/nielsr___parquet/nielsr--breast-cancer-c16ee7932c43ffa3/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from PIL import Image\n",
        "\n",
        "idx = 10\n",
        "\n",
        "# load image\n",
        "image = dataset[idx][\"image\"]\n",
        "image"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "GUoRbEPcpp1E",
        "outputId": "0d4aa8ca-0e50-4e89-bbc3-b40666232d37"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=256x256 at 0x7FCDCED0DF00>"
            ],
            "image/png": 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4YwBF6HMuNsED2KDX60Hl8ckQKYBp+H4uBs623+8fHR1hiQjkrq6u5vM51xLjBR8F1ch9WywWJkg4wZx4DjRvwdnlG29ubggRHZ1j1Fk9tinPc5MlmGzMAV/t5KOzbHD67Bdfx89DhiYALGAGES1wkN/BDPAO4L9GicbVagX/Eyhfw3HELHU6nel0Sqy5WCwuLi4Wi4U55k6n0+/3Dw4Ojo6O2OCbmxu4F3/XdDr99NNPX79+nef5+fn5hw8frq+vCdG8QLCKWG5oEGhKbjnm4e7u7vT0FNMIDUW4BrZhlUH5+D1eHAvEb/Hi8Bs2w3wp14abzGcmSUI2HRRBZH9/f99+QuAHvBPWiEUGdrM3w+GQdASLjK/ABvE8y+XSSXrwJIYQf0jYBq/No3KYMI3gK/Px0ErYZtwawSvhPrYzTVP4SnABMBLvfXd3B+/OWQJzsmKQS7wa4IIVw0hhbjBkmFH8p1eVFwSeNU1jaEA2k5/EBHMrsBS4GswibDUMEoaAGODx8RFHl/ChLBmujXPDbcPz8raEF0Qw2AksFsEAFppzSd6gqqqrq6vtdguHw0tCM8P6gS5gVK6vr1kRzM9yuTw5OYF6evbsmVl58z87Ozu8AOuLhXMmDrgSKKlMiIJzA6qxxOQceClOJ9YO/MqRZXE4NFgsckmcDB6AC8DikhPw59/e3m42G0JwMjhJkuzu7joSABRVVbWzswNxBAgBy3IuiTqIW/gn7ByPh+vgGLVfvCiKs7MzPtxxAn/PZjlfbs8JmnXaCwPx+Ph4enoK7OZAk7LATkVRRGSPUeMWkY0Gk3ASuB5mKXBxth1EJrxam7fB6mNwSSlg9YBMnArz7+v1GtfNN2LOoA196Dmi0IOTyWQ4HCYfP37ksnLjQV3D4RDXj08JgmBvby8Igvv7exylyXgOMZaJK2hDRZ6FeLSu606ns7Ozs7u7yxFkZbnBcDjYcl7SNv7h4eHx8fH8/Pz6+tqp1lJVLjx2kiRccSCgq2jwj1iO5XLpLeHYEYdwLckQ84GmpDA/AE1QLOaqUaKXK8fvOtbM85zLyYOBsLkALBR72S6qAa7s7Ozs7+9DdiUqvHl8fATw3N7eEv1zvjGiJg1ZPTwSQMiBLIVJj4+PrIaBODlsghb20XyOaU2uIoaTlcSBl60aEJ6fd+ETAKV1q/YJYopcHpl7Vu/u7u7x8RFKiqWzU4Vg4AnN8XNvcZLmo3k1GGHMnB8V3AWV4nSk/Q8HO+Hpzetzh3CgXixem6vDyYhU8sCJ4WcAD1xf8wxwL8T+HCwOgaE8bxsEwWKx4JlY1izLXr9+/Tu/8zt3d3dnZ2fn5+egcx7Y0QXBK2x3t9uFOcbe4ATv7u54Kp4E6Endi9EUQcJ4PAZBYYq4kDAE2DwOkC0TAS4bQ1LGXghfarhlzgcr7kAW5pSsKv9dFAXYBo6Ym2xq39eG87Szs0MKGb6rKAoHxywvzwDoB5bgneDuqCfjXjlfzpbxmVgEDjrwlYWKVP1GaMR9jlVqMRgMSID6bOzv70OLQaaZscDnsLAAd8CM4yLjt+8Oq1Kl7a3HI4G7MME4N2A520TcwgP7fgILE2JkDs39/T1FEFBvHESuJuaNP+abOGeF6r04PUalMF8sPXgJow5rBtYk7CYKX6/X9/f3YCo+4erq6i/+4i9+9rOf/fSnP318fDQXhIcxbuG/YQbBJ1AEJBFZXOhROBMwm/egUZIrCAI4Pp6KbQbZQzoVqqzcbDbk6XZ2dmAbYR4pZeGUszeQv2we6SRDJu4PLot81mKxiKLo/PwcDOYIBPBJsDgYDODBBoOB/5vTicEzquZjI+W5MBMcBVIfFxcXOzs77OxiscDQ4nyAOmw04SZBiD+Ta8PK8Mls6NHR0Y9+9KOPHz9+9dVXvM5kMoFDx3jxCrDbpLcATiyvDQfMFeY8SRIYKltM9pTgmAOMN7Cv4A9GB+TJBeDMcJAIipLZbMbtISHCEeE6ckQoDObrqcdydRD3niwmXw/QBN3CwhIthCpI5jPxIRQgADAIOvkczM9kMnl4ePiTP/mTxWJxf39vwqtN9xKYRipFDMNwNBpxaLjrfAhAgk1ljYjyHT9wh4mTgH/ExGVZUkoQKOWEHZ1MJjwzNga3A9uDrcLWwvSRByBK5oaTjqDW99NPPwUqAIjhykga7O7ukvPiW6A1TOOw61CT6/X67u6OCJJXwxYWKtVsVEZqmwpEKfWnEVnZqHgOSwRS5e3s56EN+ChMFf9LzH19fY1Rb1tr4viiKEajEWQ6kJULzOkntnYxiPOArn1wBIInNCcB3sOIYKRYBzwnWw8AARQQRcBNf1dUyAunaTqdTqnf2N3dPTo6Gg6Hy+Xy6uoKUmx/f384HN7c3PziF7+Yz+d8GceLMKhQ/RY7xw9wnbB5jQrBE9XQBioxWK/XrgjA4pIOBH5478EVGG+WBgPT6/XAWizHer3GVs1mM6KC+/t7c6CwfhgGNok7xo3FCJEIxyiyuLl6DBaLBaVaBscAMzgK/A9Xi4CKjD03Koqi3d3dfr+PvYDNhK2az+eXl5eUOiZJMp/POQE8IUxIqiIIlgIL7ZAUKMs2YxHYEZw5608lSBRF8/kcG+RchJPc3HmTXbXKgbjJmDmsz97eHk/i8PcXv/gFlpH7gN1l19j67XaLIXA4Ae4PW/XVnHWWiyvKZaOIFUIPDooVMCvI4pODqtSWMJvNJpMJX80jVaquT5xRuru7i/SH/aZWni6N0WhEpTV4hqW/urrCPHAEOT347jRNcY6dTgfAzbcCu2uVhQG44VJwfAADoh8cAjwJn+8sD4bh+Ph4f3+fhL89AD0lZVk+Pj5S0gw2wCwdHBwcHBzEcXxycsIdBknf3NxcXl7ySM49R6q4wkvwvaYCMVFUDTkCbkQTY8OgU3q93uHhIbzEYDB48eJFv99/enriSkB2EXcCnxzI8r0wZjwbQALiH49BzMaSEolCZM3nc3wF1rrT6bx69Yq7FwTB9fW1nTk7BfjhWlKfzK+zBTwM28dWmgz07xohA0jMZJh7xYe7mBmbaAa21+sdHBwA0DnKeZ673ok77LQGi0z6ha1pVHYQBMHNzc1gMDg4OJhMJpiewWDw5s2bNE2vr68/fvyIAwmCILm8vORVHSlyz3Dip6enfB9G/fnz59/73veeP38+mUyOjo6++eabn/zkJ+RWn56eqAPlxlOT6BohzAn3D0AVhiEu3okY7j0wETDN9XVUzXqZEcN3hWo3gdspyxKaNVYZ4Gq1Oj8/Z2Mmkwk3Z7PZ7O7upmlKJS1VNA6seTyMrgl7on8q6V+9esWeQRBTOwR54mALWrnf7/vMEWcDuxeLhQlQSjDOzs6gtlgxngH0slWfDUcfmEGlANYqVPV1kiSTyQQTTrzx+PgIUUh4k6bpcrm8vb09PT2lqgUKDnNje489IsEPYiQs4Z8Mu6EXOT9gVzwkyVCn/M3hEDNAR4J4iSvYKf6pUWk97tdpbMLRUA16PPBoNMI0GAFOp1M3SHFnXKbl1oK6rmFcyrJM6EfhHbDldt8mlQnm7u7uLi4uTk9PDw4OXr9+fXR0hL0fjUb39/e8283NDYfMRpGnx24Nh0OAIA9UVRX58zbX2zQNhRwGJKHqY0N1ZnLIcHxXV1fY3UbZFi5Go+w1nhFbBT9AxEwxQpIk9/f3V1dXZ2dn8Cd8izlHtp/VSNN0f3//7du3o9GIHrdGhVbGaQBZaE3nsxzY3d7eLhaLUH1MYH2+iDRfu0gW88GHYzUIfOH+uGwcTRAtGJ3VgJiCGAHsQmxsNpuTk5Pz8/PFYkHLgaNzzjTLgocH9/Nj2KlS/Wgkp6h8Js1CJMn+1nW9v7/f7XZdKcSJNz/B3TDjV6mCDQhnMppTAb1BZEgUDt00HA75e0wtn0a+ZbvdYkfwZjs7OyBhNnF3d9e+MaHPkh91OVq7NJKLy2WgP+329nY+n08mEyJ6rxd3lMuAecDxQUhjlbm+T09PXEEeFO8JHKKIyDjECRFWlvCFT6bLjFXAZW02GyouMVdATGAM15vmo9vb29lshredTqdv374dj8er1erHP/7xn//5n4PIwTYwKoAcDgGHGHMCDDDhEwTBy5cv+/0+ZtUODStIZNxO6/JIQathl0PGnTe9g/GmMuLo6CgIgtPTU4gEwn3XSLJrwFFiLRZzZ2eHpAT0Ir8CPQLT3VWrE8fdXNPZ2ZkDIWIVEguU6IVhSOtjo85vznq32yXHD1G7XC7xwDwzXK1JG84DRwh8hU/z4vB4YGnsAlbJeR4HhCYzMXO4ptFoRCaXs8R30XrBVQz/5b/8l85i4iOckGqUNzH8wr5u1V7tglsOjR2ZoQu+FW7E7qVSKYjpl0wNwaaKSZHwqlwbYhUzFRxQLBzmDV7I0J/XA4vD6vBbvV7PYeXe3t6nn3769u3bZ8+eDYdDPNJf/MVfwGPUdX11dUWRJuebW9rtdsfjMa6W7ectQM8kdPkZZ9wI/qDnWRk8GBkAE02UW/Oc+OEkSWaz2fHxMXALkwEc4vRwdIhJnGwiZMyyjGQn5xssR4xBJQ+mqixLsgecafA0BapU1wQqjgDM8GzOQsC/sQ4EvsfHx8fHx/AK5+fnFxcXWO5ULYsYCEMP8qQ4NyJDjKnrmd3lbBtfqs8uFvdPHoPqLweWPXX30zqHD4Tln8/nX3755f39fWKrXKrOm68hoCRfjXUxFAtUXJCronM0GlHoVqk5g7qDSi0BtF9gYECr2Dm+lFgHwjjP8/l8jmfApfhjY3XflSrU45NT1S2HKmeiVQKb7csMqoaASpLk8fHx6urqF7/4xeHh4WefffbFF1+ApKnkoRtjNpvt7u7e3NxQjcebYslubm5SKT4APwhvuMl47cViAc6GaH94eODnExXEl2U5Ho/pJsN83tzc0CsDQdztdh8fH2keqFSpzw+TVeWrN5sNITXmmZPhHFZVVff394S8sRI4HGIqz7hLYAOWiyCYrM5wOOQY8IeeWtvH3d1dsCh7wZG9ubk5OTmhvgtoTnzINTOIhZaBQFutVoT4+AEIaLY4UT9tEASU2XJi8SRgS+4qMRUtOPhesuw+IXTqvH//nrC+aZrwX/2rf+ULyplulJaLlD8jHCSoKlRV5vAFP4DTca865pyD2E7dYcMqFTvAXfiJiR1ZaNAURp0NwzPWKprHD47H44ODg52dHSwcXp5n4ItqFfORZzUTVUmgAaszHA5Ho9FsNmO92Ehec7FYwBhy1jlz+FnzkmEY7u/v7+/vEzWSuyC7xImE5zG3g6kGp0LgQsSRPicswRiD0R3t8Y0uyrBfxeQ7NQY5w19yatlcEzUsPqCuLEuqVOhUxnzGqjkH4KVqBwX/WPqFFhxeKo7j5XJJIwegwEbBRAtJRhbfCRxnGAiovONtnpQTjNt88+ZNVVWXl5ckVUB3xBucusPDw+l0ys7mkoTIVasfBAHXcjQaJTwZP0dqJpAsB17VZcBxHO/u7pIlYCG4/SBXUzEGZIA2aiLgDcDiNkL8GNEMSCBXUylsI6vPHePC4BB4Km6mWQv2A6hjOpnasnZIY1e2s7ODEeXmEEJcXl5ylLFV+BBSM5eXl3w75w8/y+HDKN7e3pZlCUzHEXOGqMXgWmKkMV1AI7ANtLpBJoSBSU9MeBzHpZLKmCezn1goPhnU6qIP0h1biTsQuO/s7BwdHb1+/frly5e8potPncl+eHi4vr52QTIZMWocOL5JklBsfHBwkOc5XWkXFxd3d3dbyTr5brPjhBNt1tE5YGAYtgmLzI0lPcVr7u/vf/HFF7/+67/e6XQ+fPiAoWGDMLX8LrGWTwVoM1LXjossJpPJdDoNf//3fz9N00J9T5g3wDffikPkmE4mk7u7O+zittWSFwQBNs/5i0StFY4oAKykMI1ZO2rixMyE6suhYSeXmBEA2ikeDBu3eW9vz4hzPp9jz7iTvLmpPa6ECRZCQ3wF7ots2rNnz/AMRAU4IpBbrMIQVz47KARnc0uBpEmSEB1xIV3wZ4PNt4Bci6Kw8d5K2YGST1LdNFfYYOOvzM2zl1yMXEoWnAOCEJ6zqioEoAyFd3d3d3d3Z7PZ0dHR8fHxdrs9OzsjQ0JxteEHZ5ecADvVNM3u7i6c+Pn5+ddff81vlWXJRjufkElUAhvn3Td7wTNjVTk5pWR8cCOTyeT58+dffPHFixcvoij6+uuv/+zP/sx8Gtkq1oRV4oRgPoqisGoGK8b6YPcT7n2h9iiCHrA4FzeOYxsStgHXTzkhxN/19TW7hYkFaWCQ7ONIFa8lgwXuNL8JscW6uCg3k9JTIl0xTsBoNHrx4gWaYavV6vT0lCXDkNdSbsOZEhskaquLVRCCnebv7QDh9bIsK4piPp9jSsESkP0UHSTqkB6Px9AsPrhYDfgAyMpKdQFcflfgYWX5FW570zRmSChk70rLCDD98PCAK8PeVypQj6Lo5ubGGclGHXysAKYUP+A8I7h5sVgAJqEEQFltXoXnL1UrgUENpFP28PDw7bff8vAQwYlK3+BbOJHgGX6RrbGdxRuz7JvN5vr62ocBKplL8vz58x/84AcvXrwoiuLrr78+Pz+fz+fX19dw/IXE7XDL3W53NBolUgHkSdzCj407ODi4uLj46quvElJl7aw+LAEAA4PnYJz3B7LTCHd3d2efuJZgBkmQ9gtX0pnCFJmwJ1QFs2LzcJGcCY4yPoFtCMMQJMqmAqDLskSjgVWo1V7IMU3Uj8f9qdUrs1wuQeEOswiCbd7gqWgBJcH07NmzLMto7MTLuXiLZ4tVxoe1owrXoMUmPFZnN7QSZ45DT/ScSv7Aftg5Db8axgVcBxantLNWWwI5Zn4LQJtKMBCYRyUfeWhOCedpK6Ud/BKWsZZqQyNROmd8Oa9ZlnlHgByZOhC4UdhE8D0OedNS3WQRCMBgRLA4BCeTyeTw8HC5XP6f//N//uzP/owUPhR8rkpscwCz2YxXW61W19fXdHHwnMfHxy9evAAYE0skr1+/fnh4uLm5wbXFcUw1Dn9MAJMlcAzeSNENyYOzszPOLpbJ+DiKIiPdUJXV19fXRBREpXCg3DRvHiZzNpuFYXh1dXV7e8tJ5ZxBjYP5SMpwQxI16WPFuTkAfQ5ToI77Rml8aN8gCJ4/f26g5TjMR5ArxA5Np9Msy4h2YmWaMLpN09ze3lLP40f110Vq4Kgkm8ebbrdbp1NC1dUaJeO4EPPyFYJQD9QmX6u8j3OJwcKrQwwEqsjCLVPg+f79+0DlwYh8EePd3d0BRXBuDw8PHz58MBsBBm4kbGOnSnLTaQFb31SNCo1SvIUqYUnzmcfEEfH3oG7Ys/V6/fHjxz/90z+9vLwkcxqohwkvx3thyGKlEbfb7e3tLQE3SA+TDZ09Ho/v7+9/+tOfJpPJBGNAdhBjABjI85zImiDp8PBwf3//6OgIKOm84Hg8fvv27VbdpZywSBq6URSNx+NI/de8Hk9DKbzp5Pv7+6+//vri4sKcJtcAaaDtdutONqIlluz29tbvyZng9OBYOPr+S0i9RIWupTqSQJ8EGPw9sIezyE4TBcaSoyLUgalwyoJiHoJdfmajDj2TuXWrm7nf72N0HTRH6mffSiRvq/oRls44iiektJh6bNBmrJQf3eU8pH3UdruFt6gkIIeJTdP0+vr68vISOpstwDLmeU5nH4ZgIzUUDolZSxf2YPUDlceFymZ6F3q9nnnMjv44g8TVraoKQYM0TWmxxymBzQhg2tcPnAL6enh4OD09hWrnYkBnd1STP5/P//Iv//IXv/jF6elp8u7du729vaOjoxcvXnz8+PH9+/ccbhw6NVtOE47H4/39fYAUVU1gU7Cy+1E4NC7JwNBCIBIVNWqUdpJyOBy+fPnyzZs333777fn5OWieqIPPx1Bx/oB9qBJBRdP5fn19jexeo7qojWSe2nkAiFcKdbaSR8aQ8BWViisNu7nAXBsCQXh6n3gjFuBZR20iwD+jI6MdzDDPRrQatpLuJElIpyTqAiG9zWKao8R/gjHcWQHx5bKFWDXSoUpLUv0Be1BOgjnAYIHIsfccfRaE4IGiZey9C6Ui1fZWqqBulPLjX3E+ENZGQTx5KbEWqAUAJyTE2dkZVp96EHJHzmM4Tc4esRT39/eQZs5wE4+VknJaLBbffPPN+fl5nufJl19++fHjx+l0+urVq4ODg+Pj4w8fPrx//x78M5vNPv/8cycBOp0OiN+xL0+Mt6rrGhBWtFRLgQHPnz8/Pj4my3tycvLtt99ybih3aZpmMBi8fPny6OiIjYlVj4S3DSXlRWiBieU6YePn8/m3336Lr4d6AwICZJNWcVuq7n4CaI4s+22fbooW17nZbMibmEMwlWYW3MldLBxgr5JuFG9KiEnoDHEEhnG7U6PUOxYEegS7Q1nOVt1bHA7CaIenUAWEc9B6PBWOa2dn5/DwEIvIMXJxIXAce8eht/Fm0zncnDBWhoOOKBW5DpweH4tzozOkkMwrC5Kr7xGjYMoxiiJkLCJVXt3f35MLg7rllHMVG9WqpWlqnXQaX725bCVPTvaABAstzni2KIqSvmSMqDB59uzZ559//hu/8RvU1XCAeuq7JXHI/83zHLYEC3p3d7dcLvFNMHRsbZqmT09PV1dX//f//l/jB7Y2VmNHXdfL5fLdu3d3d3f8PEVj8PqplJ9DaZ1upUqJ4GNXgnbYxVKi1oBLo3Ozluw3zw/CTlsa0dxYOF/AZVVVFIQRZmF3wV2ERiwIG1lJMSGWnjhHhIWK45iuaNwxuG6tFmrWk6pSl1V+8skn3//+9xHRN9tmzsDsMEQ4MSuBr48CQQuFBoRnieYDmKgwPW8TUEmeHkACGoykdEvkzVL4CJrPcPmJ6TLTRLiLVGMf+BwsNLggawnlg/Kn0yk8JLtD2QugjuWK1PHjSirfT1AiZxJ8++2331Jq+V1XNEUHJDKurq4Wi8Xr169pZ3FtFu/MMSKodXxGXRF3Gt+Hi0TTBpNvsjZUwQ9BJNAZ40GCEFENnAnETiSFPZAf2IYAHRMOfuW8YqQd5rqgEqQBucS570mAKNBYAJwAxo9P5tcRDH3x4gUxFsmpN2/e+BOKoqA6kBJlziUlQxgtQBSUAJtBtQjhAbqZlQp7qA9tn5L5fN40DTYllxokzg0/zOKAp2vNB4AwqFpCi7U0euEHWUn/MBfsScLL0a+q84ZqvQVF9KVT0qiFmvDJ+axa6Tk8efvy8MDsbDsxj1HHa/F1LtPAWCRqAMDEwAKxoZGKPlgQPpabeXBwsLe3l6YpCb75fP7x48fvwA9uk3YBPqKqKiQmyfDxE3w3HKhDtEbyOwRVg8EAKPbhw4fz83PsNzQWH+7ERNgSUcKMQZgUEt8sJOUAe5NLqfjq6mqoCQAd9ViSl3AtFJabx57P5wT0jkPA6OPx+MWLF7PZDOuOKB9oLc/z09PTy8tLvFmtUlasLOiCAC6WwCXVcmdnZ+/fv6dwo53gW0uoopY6aqwiR5ddpWkKtwbtTe3k1dXV9fU1/m273XKFMGYAJ45mrQkurJWDmcFgQEjQ7oXFikHMU5fBcefIsrCOFnJpTkGIAVc6Et5KNCgIX4RJhkoypYOX5k+oxjRjkkDam07RANsCaYZTMoQxJdrhybEUBwcHh4eHILr7+3vihG1LsLCjemmWhbAW/aut5P1AdwnniYDMfdaNahCyLKN0uZSgVazWh0CCdZVKBaMoevXqVa/XQ7kfkGoSgG+tNOcjULmEDVujFG+g4jwekcDLRB6sSKkeWezZzc1Np9M5ODhgI0n+QaFQ1tbtdo+OjsbjMRyztwoTDuTodrvT6bQoik6ns7+/z5YTRVFixIZtNpvFYsHHYsUXiwWSj4F6ank1DpOZDXhe4hPOKHeAPZ7P51xjPABBV6JCmlLNCQTfqaq7MJCma2t1/fIfwEIILpIe1OpYsKMrJX6TNpnm9zjKdPlAozaDUBrJtVTRQWukn8iCVS3tAlYAn4b5x1jEcYyVZFW5BtxnIt2dnZ1nz57x1fB1YMWXL19St0ebSrvCAnKFbAAlAnwy4Z+lAWFBvrsA4GaQHB4Eqoezi4A1m7dcLu/v71NJp6SSRgK9TSaTTz/9NE3Tv/qrv/rpT38KIiS4rFQBFouhh9Ag5KKSMVDRsgNoHI6HrHCgd3Z2QA5GEaVKwJnpANAEEIMTkNx5/fp1mqYEPCcnJ2ZmuEX0pjVNw8LhFpxIx/thNTmLm82GtkNK/6GPCEJydeUHUlgikun1elB75FDJM2BTOprgtFVNP2fX54xyDBAatwuPiuXyXzrfGUmYqKNiE99bohfwfST5o3amErOdZRkt4IDMRGrelDMQpnc6HRIRzi1GUUTWyPwHfTMcHsQggIjm1mgzyFpT3oqisEzYZDJhqTETXDlQRqJym06ng847sRD3OQzDx8fH6XRK48d2u2XTu92uA6EgCMJ/9+/+HUdkNpuZYMLwJK0xcnVdO61YqrnTaBW30O/3f/CDH/zO7/zOaDT6+c9//qd/+qcnJyd4CQw5CfBGbb6FdIQgTwgHXRoQqc2q35pjFSl7GqiyCKk5MEAgZSjSVdieWKIsHFAaUs26uDrA03GwJdD2oAIqGqIoQpGYa8Ct2G63VPLxzJDFXFQb+DiOZ7PZ3t5eIZkw/BInlQeOpFaCQTVgsBXI8xw+2ulP06DuzmHwSUfKnvjPvkZI5epJT6Ugy01zsoIDUahyhN632WwG/8a7UwbGBd6q1w/mFLMNC4wzHI/He3t7wGB6A4xLG6lYs3T8Cm7q+fPnuF9KfdI05bg7dxZLi5aTubOzg7eMJfxIvMqFAShCWvD8rDxosN/vf9cOR8FJo0JojghMuZP28PpwdixfICkoYAwc02azefv2bbfb/f3f//3FYvHXf/3XHz58KMuSvC8bg/2A94AvZzkGgwHBRqBBMr1ej1KtbrcL4AZQIQrAFo7H46Ojo8PDw7YkPPh7IKlNvpoKU1Yf2iSU5FPQajMIVakBiPQOQTDX6uMBlXIIComkm3H6WzSfI7PZbEaSku+i4SaT6KzzD3lLkMbAdzKZdKUs1EjrAbqDQBxczs1nW/G3W00WZOQZlQXPnz9/8eJFlmXUeD5qSkWnJVzApYI0K4qC1udAsp5rKVJh4CKJpuF+bYzX6/Xl5eXZ2RnpDuIWVsac27Nnz968eYN5pkMVegZHd3h4iMvCz8AF4yWwjI3UXPhkfjhQ/h7CKtcUNszBd8vr9hl2iEfsSPcTJG3ljI107nEChZqUcR38N4opuE4zA9wZVsduvSM1FFMNfCx4hqciw4AqJRQKwGCxWNzd3aGsRAfJ+fn5zs4OaePxeEzWEBsJAwh+xaeVkr7pqgctV7G4L6S9c0/Kw6yGc3xBSxrMSRynabkzpUojA43DINjd29vjGn/99dePGs8Iu5WoBD3W3MFIuflnz54RUuNXqWY7PT09PT21ZXFsDfZwigrqxn0Fj4+PNzc3IDc3USSt4mQ8MFPufOCg787Pz3/+859fXFzg67AX5G6n0ykZAJJxDpbyPO/3+yizE+ABVu09Op0OcT9VOfw8AJvQnwvjhlVqYWINZsWQ0Wj2+PhI4UKWZScnJ9fX19fX15hLbBbEcafTmUwmCd/nBSU0sYwjZp4IFRdDgjZqScjzMx1NYuJDer0efUxYX3CLTQXPSjEmxBbP0Eh9MpLoAxRQIsUOG7ZPPvmEo88hsFr3N99840bYpmmoJDGB01crN6R+piGyWH0yJpykSDIq5ihsaeiaJaYMwxDciWMhlmAlqb7k1jE7gzgH3Ews0eYiIw2SAksQ4cB+ULAEs4wzPD8/Pz09/eqrr375y1/C1KWaUAhX5nKaPM+n0ynf7oCNZ7u/v7+4uIBjIIyZTqe7u7t7e3uEguTpgyCAbePGvnv37uPHj+/evSPdG0URJWuJmutZEEyGwUYi6WncF/prndbgMIZDspWUDGMmwjBEsMe+DjoBW05WMdcEsY7q+ZCV53XW6zV+GzKTiAX2+cWLF0lRFHh2LhnYhpCXHqikVRC20bRG8giJaoxZHcAx24kQOQgVKMZ9JcoJ1ebC9eB7m1a3eNJqGoyiCF6S84Hn5VhjGo+OjtDzIjalei+WRrSpnkrFQq5j48wZZ8MqkMrgSOF/S2mqOT8KMCNbQt0yXAI0bhAEFNlzjk2rw2CQj3z37h1mGKrE3qORACPxT6ZRu+jQgAS+/vrrv/qrv/rmm2/ov+ORsFC4l4ODg/39/UQN0JmG2y6XS6A8CtuUV7heAK/VNM3t7S167oTXEEf4otvb2/fv3+NygyBAcKosS0aMdjodnEyapnTVbCVENRqNVqvV5eWlizdNChP+MbETdqRW40eh8gKzQKDBQKKr2C+sG6/MWj179iwMw/fv3//kJz9BHJ+0IzeW+rfd3d3lcpn86Ec/on0TARnqUcnAmaTHqjmGs7ki/uBRYFc2Gue2kbRyLPVj16hspXHrEBDLCv8QqYg/jmMccSa1DGf4qqriQ9hFriL3x8WPZtYI7DDnUDq4gp4mSqRqxSSytzlksQrNV6XGG7togxdJygXP64xBovnVmaQWOOv8WKk/JukbtZ4mEkMnwsOgoiafpimtKh8/fry5uUGhg3/FEmVZ9uLFC6aK0OZB4gVUTSMshhCcZoxOtczNzQ1epaOySvASJO9GfY+dTmdvb+/w8LDX6x0eHu7t7dnWBkHAU4G5AQgcaDf+Q9Dhe2OJIhILkT7vSAyGH7Bd4NoQy0EKhWG4t7c3GAyYAHt8fBxIRWIymZyenl5cXFxfXxNAl+qqdbUO8ljJ69evR6MR2kyoNfn8EU9gJzjifGuqCRwXFxec4EqzaFhWDB6WOAxDZFgAFabn0jRl2A6B1Hq95rXv7u7oxPPRZOlD9TFFUiNzQqBdpGkvX2gIj0loYFhf82LbCXyIKcq/MJl4OafWeUiYikClLJvNBqIDZjNSp3ImmXi81nq9RkQI3xW2RhQaMkE72umVZTmdTkn0EBlvNptf/vKXJMjOzs6gYrlm0+nUpfMHBwfA3O12e3l5SQjrQoxE47vZr0SNVBgvkmKsJAl+fp1QcC3hLUD5dDrFI3GeqLbAAjpibFSxU7e0JHi7WqXpHJtCHbMG26PRKNLYGJfBwTsjH9bv9z/99NPf+73f+/t//+93NUuzUZ3Ox48ff/rTnzJUxckBKAoQb0+CEd/Vuuzu7vZ6vdvb25OTk8vLSxwCvDXxgDkybEChwUyUwseSJ+H6AtQw8wPpjTkRGOgPI3LZD9hl7rqdI39KyVLwObGqawgeMKiBCu86EinijgGZeFT7kFjznfCnYIBOp0OARTCaS4kWb1Zq2LrjHJaV7vVYBaR4zo4KkHDrXOBAhUaF5mqSpCQfgg8JJWzY7/f39vboTeFlkUm9uLjAtZL1Y/A1Jz6OYyTolsvlxcUFTRQObQ3NcXShxAwjzS/cbrdwYomGLZDCK9Vs0JFUP7CerPnT0xN1uBcXF4W0XzPprLlSkNDO8WssaWvokEB1NIHGwUPHDTRUAdSKySD+/NGPfvRP/sk/+d3f/V0SxgxYgV/GyZ+fn5+fn1NMgRXj2bDRh4eHb9++rarq9PQ0/C//5b8QmKZqY6cW7eTkhNCBraLAgxxKoAarOI6J33sadr1VM3EuwW78LMeFmK9R+bhzJdiYSuJKXYmchZIM2qgX1pctlUo9i1WoijiTbiu2LYqiL7/88vLystEsQUJkHJGrlZzc2EoHIZDuLPbJWKjQUKqhJvAR2poXB0/DtfG7vDX+h8qOUmM+wOLEr3xLolluqZSTCcaYD+LK4e9973uffvopxx1Pi6WHpiPLhqnGS6QSE2f7zLoGmiXjJy80pNBFFrZf2COMBU9FVAPoHwwGCIwjN0REC+JtpLzS0dy7UjNZiqKg5JOfIQaA5EGRtmkaijI5Kp9++unv/u7vfu9730Nhcr1eX1xc0MpSaZAwHANH39LiOFjs2t7e3u7uLsRxwomvNB0MuW04po8fP97e3jbKdVMxUlWVW28rzURyHMmeAZAg1yhSBwnApmXSvsT88JN4DK4igRd4uvurGiS1hLocLzZqnnJKGALRYR/GCRok0eQVzDyhv/1j1epj4ovKssTFc0Y5KyasOhooHUsw2MlI3oIDBPlweXlp5qfRIIVua9oSXr6juj3nhjkTgZqqBoMBNR004rFBlUZabDXY0wY+iiJ2IVFVcKRiJO8IB5oZbWa9utLtcmbDXORauvA4LuIQogg/sItHcg3acB1EJU0U7i3Eeq36OcguXt/zRJ49ezabzZ4/f/7y5cvZbLZcLr/66isIVpyDPY/jzCzLPv30006n8+HDh2+++YbcK2yNC0snk0ny7bffOpsDY0MIiJAqNsaKmWZ8I8l9ErQ1KjbmxwBUILZEg7S4kRt1VZsbMVEdSkuZ/4iiCE4JDzNojWElE9kGlwBlyODr62tcmfNWseZOY5LtczHD2K1KlbqNupawiNyrXNLnXU2CCcPw+vraNTZ2HUB/TBpLQb3ds2fPUIYjGeemBZJQ2HXAdJqmNzc3Z2dnNKOwVoEGvURRhLuns8RhG2k7xHAwooBbSLlAJdmTycQ2cqMxwxh4J3ZgEnkvaOhAZQteilitXoXS+ajPb9VgxJdCmnO0Mo1Fa9SPyr+CapxX8fweQpHnz59/+umnb968mUwmXBKcLZL9XKFE1XUwoeAFO5PlctnpdJje4IQVLiiKouT29hbAwHpdX1+fnJywcxiGTFOAyASBuR0MkZmqJByQqs+LpkcCLCwf0QKPRZCN9WXnwK+hpphQ2EP+gsdzz40zKcT1LoSsVbzZaGo5H1VqOkOuqdQWwgAMcIXsxzKpyXLrOE++XYQTLl7AWvuRQL1mu1er1bfffmvSw6Qqy8XBxbnjAajFuLq6evfuHQ31meY0QrM0GqOStBpuYk2I4RBAs/CEsYqdwlZL3d/KkTvQcgK41CQlx3KhxGmq1vg2/iaOY1gp01n8CaWFw7rx1S4RDzRoxxCXVeWfiEAODw8nk8kPf/jDH/zgBxwejuJisWBklsvpDg4OhsPharVClchxC8CBA4n5w+GwRzAQCe51u906W4blWy6X0+kUisMHCMjLukRS7u6omLS9i0TfyAwCoMmL4TdAos4DwIqY9YOfefXqFYj2m2++oYZkMplMJhO+mhcgGe6/ybLs9evXQRAQq5DBdc8U56CnZkj4YHxOu5KEExarIpJqcvwDnT3b7ZYaIQrCgyDghgOyoVlxaK4ackTR6/W8+hgkIDXPDxlAY26hGcwsWpZlZNOwoDQVsF/cdhhqU4eG++BSA9StZlBToMZRC1vN+43mueNvE7XOOMBL1cvCJd9K07yv+SusOT4t1aghZ7jZLCwaV4iHSZLkSX/quqaw8p/9s3/2ve99D37p9vaWllcke329eXLAAllO/htHVJYlT0WM1O12nz17xh3L85zv/a54y1wKXqnUcA7YXCcgSDSyecQMnEtCMYe55Ndcv9Dv91++fAnT6kFdpEtgVHAvOO7NZkNFA0qDFDOzVbhLjp07DWazGdVsXHQoZwxenudXV1fQTbPZ7MWLF5RnmofhxHuSV6kxjLZVYH02j9TjSmM6oe3KsoTCIuoIVb0M0DTXwWmGknK2JIoi/CSxI5gHPoBb6gJj8gCAPc56R9JDNszEVzzJSppcWZYR0aXSI+MawBGVqkjlKAetcT6YW64BzpYvgi3lnGykUP309DQcDh8eHrj8rrjE0HAqyGQRNFcaz4wNBRZW0vM7PDz8B//gH/yjf/SPjo+Pn56evvzySwYFFUUB04ot4BOotmC5uH74YTAVebE0Ta+vrzE3rLYt13ftbYHKwbca6+KKjouLC8IXzFscx5xLNo8GatDFbDYj5Lq/vw/D8ODgYKuBbWVZulkkVLf4ttWQzg/Y21xeXiZS8TcXlkhwHAydpunx8bGpZZIp1OtSpoKPm81mb9++xTtB1Baa41QUBQ3XPFisWg+iyd3dXUTuA2mHcMT5SWI42AZwoHNYDraoMnB0gaFhoYbD4d7e3rNnz6iGx3fz/KbXEKCuNEONbeMQQ/ABq9rRF3imrmvuVaP5f4lUYcDNGEjwJJ8AAik1QhRCqVFxVKzpPiS5CMywI6w/PorrwVlMpQjoleHJ+XskDSO1K2GDgiCYTqff+973nj179sknn2RZ9u7du/fv35+fn681lYwcH+bSlXZFUXAecJvgzCAIGIuEZBimPMuyjx8/smtRFB0cHCT/9J/+09PT0zZ9xiMCTqjDaWfawQyExdghShSpS5tMJlBXYRhSOczG39/fc/gCCV82TQMhaPK+kvQVK84d45HI9tWtFi1wOSQX7ozdXUm72AlFTgCJ+kby7hBfMFpgcZxy0zRdST07t+24vygKanRLaT+avLNPIEfrnANptTb9yoUcjUbc1a+++goljo0aUMlLEBB3u13MxHq9xmY7YMBBYTWNy9sxhsu/4LgwQKh4sM48m0+n4Th+PpUsGh8OIba/v88MP2NgTgiWDkPwt2IAgB/HgGQ5BFGhtn22IE3T0Wj06tWrzz777Ac/+MF4PL64uEANhYdEcBfbB50fSHOOgvlcMxO4HmwucRFvZIoF2oq5EMne3h4G8ptvvnn37h0J5Pv7eytBVJo8xRevJZEJBGQMI5OUSIHhcDFOHDW+Em4LPoSCMBIu6Mc7gxtpAnGocmKuIrAPKxJp9PRKU67YeFfpJa0KNqzyYrGgFywIgoODA6I6EPm7d+8uLi64GIVGgRRFQWCH/CWHG50cU0ZxHCNC1ijxDJeAEjrW8ejoCFYUeApUC4Lg5OTkxz/+MV+9Wq1IDFmfr9PpmIRYq3uGXHIq/UnS0p3WfACcqukXzjR1kVEUUTjYaGgIgRaX3JfZYbqzNL1ez92wvGOtqu+tFHAd5Dg266hn1fGDP40Gl0BTvgHSNG88f/78N3/zN9++fRvHscv3S4mKu1kcpDCZTChBIACjWCNXIygoiCUF14BIsyyDUAo0JzP5kz/5k7/39/7eF1988du//ds/+tGPbm9vKffj8j1qOLsT+KlmePHdHEo6d7Isc51GJE2iWn2r3EsMG3wiTuP4+JiiLkaGmZAF0kG3nZ+f39zcWMoPJ447hgoIpaNoohbMZu+M8HeSJIzKoYItTVNCrnYJA96fA0fpGJ0o3W53f3//+PgY1hIKazKZmFdhfYDIRCMHBwfPnz8vy5IKGdrboyi6u7v7+c9/fnZ2FkXRdDp9+fIlR8REGZgTWxOqM4nUj1mEojWW3H9PII4ToEzj6OioLEtG4mE4oDtB4ZSakaUB/aYas0lVCxXmYGsXfdUaTB+pVpl/JTEPhCNXSJbTKWcoO8wwlRHj8ZiCIvo6wjCka5GAYbvdEheFai7j76GPuxKTZTUyyTayfbQBHh8fuySp3+9/9tlnvV6PrCKxazKfz//3//7fX3/99Y9+9KPj42MCyjRNMQy0PsIzEFiEkjU24RW3Zi4g1U/ljDljfou9QYOJEkLyKZvNhliCmkpODzCAcwDcIthYr9dUJrL6QKlcugBAl1jjGKjsZTbHer2mkuz8/JwEAtMAiqKYz+e2cFRoYp+2klXDVOBkoTuGGgLn1EQgKVkODQJHrM/p6en79++pacGcU997cHDw5s0bQMXDwwPOAWO2lZo5d5XLwDa7iKCWfhb9r0SimAMDZcJlSO3BYEDKyboBzoI5f8Q3UgaP18LAEyG4RCLWgC14M7ocG4lHEPonqs+Dvc00yIfJWtSTch+IgrBogDRSv3B3z549IwwLWgVUblfALfDr4MNQqguHh4c//OEPp9Ppw8NDnuevXr168+bNeDzebDYXFxcM73j37t13I9AuLi5+/vOfHx4eQhLxSnwcBDwmOVBBixOWsarc2CEMP3gOa4FZBe8Cl5fL5fX1Nc2aAMFer7e3t/f09HR5eUl5Nzw3cRUCQVCQqNJCvDIv1hwI8BpqFcyTSDaZ1BIlviAETHWn1U0LrUFw3CjNyX+s1+vBYPCk8URE6vv7+xRKsRPumSJ6IU32k5/8BC+K0XIgSAsIBK4rqF1hxUbC+YA5Mc+4MkId7mSkOReQiS4i4NrTrFypzcVJqER1aXwIj8RTNU3D83DmyOzimoCpCHLV0t6rNIiEVeJnMBCMoyWMKVVeCWqg0okKdjJfuCAaDJwjAlZxE/BCXhk+k8KNXJ1Mm80GNEXM0zQNO76zs/P5559TIJ3n+enpKRW1EA/hv/23/xbimUDBfeuE/Kna3msJl4ZSOa2kYV9LEI6bgL/jnnBTG1W8wWMA4Jx4pmJsKyk/4j8MP2vBEvOEAC1QctqqFbVFBAkAYyIJDNq587ulqusq1ajVkp9gp3FfxKMu0ABZ4Z16vR6FaO2qJB7mw4cPFjVxlh6ETffgzs7OF198wY2CscWqwclygAKVcNd17UpMfqBWyVMtmWsuKibp1atX+/v7hEmIKhMwkKY9PT09Ozsjt8V3cc6wX1sN6ttIA9xM3UBDL7n8j4+PBIpmY7mN9rpv3759+fLl/v4+8A9QRNf1er3mkyk5I3oO1D5mfpzN2miE7kaKelC03HYwavu2WEygVMFplmUMk55MJh8/fvybv/kb0ggQ1lEUJR8/fuTqYAvX6tvilRz1wu/WEldK0zSX6l2kmfScP3yckY8rcFxB6aoHGAkgdZIk2H7+xtSbC28SlaNyVqDz+XsOCqk6J5IJmJwvgznhJwkkYmmYNarjiKSHlaYpzgQD43QvOJC0BvTCYrGI1GNV1zWb6iZ6km6l/sArTKdTshzO+xSSzwjDkCaswWCA3wtbs7i5ZrwUUTj+qpamN2mKOI7fvn3rzBdrCP5GF+P8/Jyza2ttIotNZ1AA3hVchDUtpDcMijOo63a7z58//+3f/u3f+q3fojmOcB+k8PbtWywI5+Tx8RFJfZqhB4PB7u7u9fX1+fl5VVXuQ/TAcDiVUFUqgSSVQHrHx8fEVw7BnzQrDfP39PT013/91426tGEmCELANUkuTXduZ1EU1P+UKid0XMiic6CxInt7e3Ecg5c4Q8wdwhw6N0yROqwW8TE7SmGFE09c8TRNlxrNHUiYxFmSSoUuxA/2LaUKRZ06HUgJMJAKudvZ8HUcUHa935oITbhWFMVwOGRoCrU3lWZ6MjwhCAJSMEDSpqWjZi6V22iMlEmX6v379xup5HJiHHWsVquTkxN6GrnkwACz8rGaSPhvBuSQ/nNxR6CcdKIeX+IlUPhsNmMvyN/ZBybqWsRDOuTA9lWaonJzcxMEwYsXL8wqzmazX//1X/+H//Afvnz5kifBn3Ou6rq+vr7m8UBcKw3PdBgDiUyAy8HDjScSdaXbi9QqXC2ZSveI82CI1XLni5bIZJZl+/v7FNJxyAla4jhOoAWAMaPRyJCOwIsd4mkc/0ESQ7lEUUTvQijFcAzzUGOZN5sNUmcEdqZWC5XFg5ecjjHzA5dfqzofIhVWirNLVr/9KzD07SJHx4KRFM5woCBgtoSvAEIcHh4W0mQ+PDz89NNPwzCEIOYIlmU5n89vbm76EuIs1DwUq3y6ViUpp4rwqW7NrSikaJS0FGerqmIlaw3B5edxX6enpzwk2KCjNjrfecwNU0r9Ftwi7AXs+yeffJLn+bt375gcAettSr5U8ychFrmRSNpnxNlEtEdHRzjJfr8PF8xBB9E5SgR6zedzOq7sgRM10G5b2pv49iAITHvYSq7XawACn/zy5cudnZ2rqys4dE4dxb88P3eMK0S/GAG9ceDT0xPlXsl0OuXN+XouIjyjTyq4hV+AETNdQ2K5VJM/d4vghrgEsAWyZ0GdBodn4FBihEw/O8cUS9iMI0V842C/kTQIRznTmMQgCI6Pjz/77LO9vb31ev3NN9+8f/8epQ1O2P39PZiKy9DVELVC5f4EG6enp5y2Z8+elS1Fb0xDKMFAcA4JPuL+SMqeAwk5cuhdpkLwWkhNlgWEznImpKfRgKAdvI0pEVYpz/P5fN7r9Y6Ojl6+fPn69Wu41EANWfwkSfFald62ere3tx8/fvQkARwdA7nG4/FisTg5OaFdvdCsLnrVX716NZvNiJsJZLmibCvInryheepS1UHg6jAM+1J8At5UkgLx9SbLho1wqh6MsFgsIEUMC4HfvmMsqWXkQFkmjqbT6XedXmQr+WhvTCThW0AkTwY4poCMtyJK3t3ddcdGpfYfPpDjtd1uWbVI0oiAVxhlu3WOY6YJVuxHLTkGNzQAbzC63B/uZJIkhH2cVCgIpqrs7e19//vfv7y8PD8/x/IZbhL4hmpfhlTGt3iravX3uKAKGTkuOSeMBQVJch8cpJKF4QiSPGJf8beZhkUXGgNFF9vT01NHXWMcfab3sU21dLj4Ftj0g4ODTPrB3DeeH7vI50RR9OzZM4KQMAzhCn1bPB0jUePEp59+6gxUmqY0avLA4BkaL2spssBqsMgsDlXGpeq9syzDhYZhSG1CKbH/SsLGFIq7OJQzgHXAsTAqhuwH2BX6i+HkkA2j0ejk5IRYwllXcP9sNuPtgiBICOBcCMATcD5QxivURmnTzvbziWmrwQdTZ7wYqoUgUX8MyHuowctDzRfhX41EMw0VrNTMahRhfwUgBlKTdmXX+RYmued5/stf/pIjHscxZHmWZYeHhxzxXFMhqCwYatwajGqn06F01vmQrXSwMcwYHsI4xufESl1zDrjnwDYQYKIB967cYmFDaTnauLDlMJLYDoe/G00rilpzd7B5uMGqqmgdJk7lEGD8RqPRt99+iy1P05SJJ2TEnQcIVSPd6/WQHMTl4jnpMedoXl1dffz4EZANjTufz4ElkSrhyEARHDYSqiHgoUGiqqqh5HUjqYNhcDEK2EdbFu4Ax308HuNnYMlhVIlDGGsbhiHlwEVR7O7uYlmAEsC2pCcxayKe4XAIOQWD3s56OrtBLMJ9XSwWWZbNZrPDw8PxeAyqizWlZ7vddjVIp65roi6CdOfU2L8wDKkfLKXrNJlMIB9gWmKlezlGAHfOBC6F4IQbEkiyjmPHCcC4vnr1CskkkufUsWD1KaejMarQlEUcHSmOVF35XONMrW2JNCQbTTKO4/j4+Lgsy8ViwU8uFgsKzvlkWlIAu3xCEAQkyMAJNNpjvbYS6jKStEwB1TXsFAcOvhJBhFAVcqVGgFLfEauXleiQjMpGE67gLbAjx8fHsGE88EoTMXwJBxoDbmoFPAlhEKkts6t5H7Xy7rHaGLjzxBIsLzeQ1wGV4ILIN3c04INrwCKsVivih7U66HGPILpf+7VfW61Wv/zlL6mIidTi/PT0lABAzUZ3pcMBg+v5P6ifm3VeSbeQP3ZzjxoMGmowAaecAHoymeBGQMPE8vQYsHD8vJm7Xq9H6zdNVSSJnFMjyI6UevNQHbA4lC5qrEQ4ePZer3dzc8PqcBzh+/heODUozkhDrKjFdxqkI0XrUAIZoAsoV/4D5mA8HrthiOpO8M9WBcAcuEa9ZiwjVV9gJCTutppY1X7sUPoiXPs0TYHFRPn8CoXrRIfEmgcHB6w2tY+IaTca+hSolP3s7IygHMFJ/j5QPzesXammbSIfwlyHv7X0VzjrDgZSqREnGnHJEepqojN2k+gfgEAysdJgq9VqxdBEsg0k8nkSIliOK41+RGI//vGPKRAejUZkJ2inDIIgQWTC3hwKAo4pVtMW3q1W7xw1Rhgnjjt6T6WmJ4ARCXScBOG3xuMxG0xReFmWT09P2Kqjo6NIiUA0WQkE3Sw2n8/n8zkicIk0qoy2MahYR7wwhopLAkjgTuJ8Y9XWs2TE2a4nwUGtJItE4YMxKHE2ViOOY/wMvh5BEd7L3CWMISaQ7Advd3Bw0Ol0iLXgl2jQA03BxhL1cs8x5Bx97h5JZXxsoNZ7jprrk6MoomYpag3nZOlItN/c3NRSrOAs4g9ZUir4iciJkQiEiBbcN+wEba0hHTgHVgM2Zjgc0i5TqGKcrTEgdBUGcIungpMlzKgl+w4NTY0JfgYo7nidIkVaqZyMX6/Xi8WioxGDnU4nqTVCPdEUjOl0WmtkXypJfpasnf0lLHNZL5vaqKE2lqAx2+9kCncME+VAhMsWajQ8wBFEG4bhyckJ7htBXNh0cD9sBgcRQgBgB3LDy/MHyh93ib2EpDIahjJ7+/btcDgkROt0OpvNhnIacnOcvEaDG0KpUjJCBq2oNE1JA4M0SHSQeALyAh5GmnTNLeXng1ZBRE8j6AIVWhLCwttmmjYC6I/UUAGXXUlRDwaJAwEszDVUwcVzrtx0LTHtJgxHC9TeuZakhblddtmF8abj8A+cH6fPP/vss+Pj46ZpPnz4gDElvbDRhDU8Dw2NfCkomuoJjBe7BhEC/YVZcY6IP9C1UHBkyggUYXJrDR/CiiWBWqvwQUCCQAJsjmJjdbLjIlg+ACsu1TRWX3OwCT2532VZssfsQSklXYjtnrpvcQ68DH9/dnYGkkPtEQuaJMnR0VGhEpp+vw9rBMEaxzFBML2/7Bl4hlfo9XpPT08YGEpHNi1VdFAEbc3ERZQ3k7LgQIMEylYpL9adFYBj4b5R73B5een0tnvwWYdGBUIkgwBdcHlcziAIsMdg0aKl0ZBLE5PZaltJUNYa4YpjiaS+kUkfxdk07p77ITG9kZpd/aaFmuVZUg49lsV0E4ek1xqGh/uiU6+u62+++cb1SD2JFBEVEBkSBeF+QdqxpKwIuhCcBLTjlEBEBF21hm/zgixjv99/enrCxXU0AgaDwiVPINq6GvGHeSDg2EjBZjAY4HNZGuKwoihA2ETAvAx3qdQkFaNkAO6Thro50Ek1742oDiKI783VWsU2AFFqjbNfa0QNVbKYB76IdzOK4I1wzaGKpWezGeV6kWRur66ugO8EMHd3dx8+fCCcwOrjzdhmFhccz8GCk4Z4BbMupXRJEjRSZTwBKEjAFt1rjj0imOOEUV7u+BsnSSxE6p1ZISasOAqsD+vJpzlj2LQGVkdKh9skRcpp8lTk5mx0QPP0J7GAzO1zLrKSQPlgMNhsNty3y8tLKm7gPU0Yhurfh+uzeY3VVVNLSZ9oAeeA/cL2maN3FovydTpsgiCAeIAJrNVQRa3xzs5OmqbJF1988fHjR8oZiqKAo8RZc0BDdTDCVXE0yQV2JBvhVLHPK18JPOVKWC2HNSo1A5SFKDXUNlUbNbe/VIUcfg0DjE/nThP3sFtk1uiUjzSu2J8DHC80OgEAQ/DgBBmnnA3gaYG5bsOjGw60OhwOHx8fqV8HcL97945+UUwDy8Xj4XAxqzgTvp3lajRYCevljFus2jjWodRQLY44PAGOiLxp2BrMTKFRT0PNgI6F5hhg0Wm5pu+Etx6NRsfHx1mW3d/fk4vgcG82m8vLS57ZlxmO1VwW4T7RKsUgtbqWHQHbxZVq1Yikr5pKhgdUjI8qJcHUVQs4x3273TLRHgcOAeqUWVVV7r7gZallavPy31nVr7766q/+6q++/PJLt7rxkhgeA3q8CcsdSKcgltw5dQqgXhge3gc/BRLghzGKgL9c/TsQFwAkLgCGAUcMXiTx/iQpT8C0S274AYetnM5MQ6QrVX1ynqgiBL6T3+ESouAJruBqsQG8qU1Io64LDqh3OtUc4iiKLi8vAS0sF29XSaUQ+ORkExCClbTID9gy0CwSbuNKkusOrCsJ1kLcAQVdyMk9N+jv9XroCMHi8168IOAwTdOjo6NXr16xqg8PD6h8E4YSbyBFysG9uLhg5i5+Br8BbfDq1SvMPM4ZBpb6No4Es6wp9ADDUOpCacbOzg6pACIobBkkCocengcGxVlLs5Ss8Ha7dazIK3NL2WVwcvKzn/2M/0OlFOtLGUkt8YVAZT8+TFFLfoObDSQgGKrVEWvKrKN+XAwbuYlAWXo2ANe80XiYrmT1AbV4pLglF8xJItjiHPSltgmDUWjOIUlfgBOmDvbDIs+wnPv7+1Aii8WC1eSg03+NyeRgmcvjwnNPeOwsy9qVc7igtXQKQpVnY7y5MNwBsA3H0bW3lbr1G+kAIJ+facIfJClAy/VkgWZPsGWR+vFrlceaUdm2hlS/fft2d3eXKiAz1/jPoigI8Z80eJNF/vjxIxlZ86Hm0AppQnINer3eeDxm/QuNLcrz/ObmpqtxgCxjT8IF0C1N02DIGOtUFAVKIlDJsdrKABTE0GAb7g+RdKlRDEA+2HZ42OTk5CRTKyAhCyYtlPzydDqdzWb39/fcYETLHh8fOUBEe+w0qxyotBOPv5b+fRRF4/EYzUcUCyvNeCK4xL9zxwAqxL68TF3X7hBNpHKcqimRrQUMhJIQzKSLv5KQEdYdKMW9oo0B04uUNgiS/etoKmYcxzTpEsvSAso/0b3KV2OHzHC7EA1egR/AYLO88/kc/7O7uwtNEaq+CMIq0MTvXq+HFhovzn0Lw5B6CtfGYkowBz73bWNk8MOdJBYiA/OjH/2Ick6j+dPTU4hBSupBs1tN1sjznGKwjmZK5JL2ZzHxt3hahALIKzetQZpYCi48ZfoYLC6SuSYOWEcDg+FwuJ+l5OUK9dxAZFUtkRX+L67Paas8z4fDYfif//N/3kpNDasAjMZ01WodpKWdTOSXX375l3/5l8wdyKRv44qDraqLOT04B7YEPNpIi9zmhyoMOgH4YTfoeA57pRnxFIrkUm/GYEAyBkHgr/a6c5qBrW6lZZvx1zQQlpL32UghBxPINe52u6iBbzabq6ursizRyCf6XEszD4vFA7OkvpnwZqwJNfFb6ZvbUbhGmhOPy4KByVWaz/x6qvBjjfUlVYdVA8r6AtQqem1U4cOiJUlCv//r16+Z19SRPpcjTn6d1KlzYdgXbp07h7B00GWsBmE30UhVVZRhO83CfdhK4KMjmUTfPd7alEwhGe3xeAwYZj3x0iQWKOcxJOFf3XTBx6JGAyTDDYb/6T/9p0ay0Zhn1hQrxaUho4lzPD4+HgwG2+0WIfWLi4u1VLAdB2PXAVSc1Ewim6ao/c5A+UxDyjB+HLJA45wIasnwDTUOA3MYatgMfwMs5kzgl2ONeUxVihxq7rkfhjg+Vi8BxqzS8BViMsqDOSjz+RwCCkSE92uPqUs1rACqzlRPJCkRV8uYMq9aqjCRtB8L1f0nLf1GXIQTauwLUdPOzo7HgMdxjDpqlmUkE80x2F2EKrwNfvVPqDGBgcpOA6WBeZdcwregGuIuojjeiBoCM7CdTofO96enJ5ScqQuG+CbRS3Do08/iENexg71eD71E+1LsBbeRS1605LuXyyWwhX2EG2TsEgYrjuMEa4eD5lmRryHKpMKRkBxK+/r6+vDwkJv9G7/xG1VVAZp5jnZ7jkNYCL66rsGIWw18zlsNXCSzAinEpxLijVS2wUOy1oAi6D8zei4p466HkpyHkgul0gGiBY8lqtKDWSK0IBBnfTmj+FnALlwKTp9gyS2LxhhOM5FQL9UzABiDKuCUE6sQhIDWMEuE9fwAJBImNlDBLLm5Um0PnNEsyz799FN6GFguUhlcoeD/35+/e/T/P/4+lCg35Z9kVDB8j4+P19fXIOz9/X3iAc4cNsghEDwKVwIKAZN6d3dHKhNqn9QqrgyrhCMqyxIUmqqNuJasZaniXOIWF+3heAncXUsCLqiqKvw3/+bfVBrfCSDeajI9gJI6HLaNL4skxQEnMNCobfh7MMZ0Or27uyOJG7RkDF0AGEsO0aE2lslZgkRjkMHcA407J55uJCleaSRtp9Mh5IcPTltqdtQO9SQ7F8fx0dFRnuc0cBBaEb4T5OR5DrKqVa1txhoiIgzDi4sLaqWooWJwOcCdK82VowSD9w00nowKKB6GuJn2YgJ3CihiTShiZW5ubpCD5XCnrelJEK+Ii+zv7/+tI9s+zU6kYFxMC2IsGgl8/N3fCqSnzeEL1BlHswugsZJOEU7GnJhpDN4rUaV+pPGyleo9iTyxjBhH5xkgiLkDmGxYx4eHBwi3uq6JZKCJ6Di9vLx81NAq0y0UjDWaSJvY6QC7yf+zOuTMttstUs+VGm0J22uN9cQSP2l6EvHibDZ78+bN559//vj4iB4JYTs5BJjWNE03mmxXatp7oHqsQDqViQp9UUYxt2icYI4I0Om+Xh6DXwnE5cEzkFCEj6LElxCCxaKSGQPmQA27EobhZDIB9gAxcX2LxYJ3p6aakoSmaRA8dEaJnzGllkudE4aRhu48z6GhaFx2k5SzWvw61vSLL744Ojqidj1S7QMH16k6g7HHx8ePHz8+aka37TcKpFx7KHxwIHE5YYDhO6tE9oAWRAIGUrwYHdc1bqW2D0wlPc+SEpkAe0BoACdSKBgOyuxwejT4Qz1n6h8E1oK3MZEddcbhTGiBt0wqoRRuk6OYvHz50ni3zXh2pM1GnWoQBM6b8t+BmlRod+SCkjBmpfgaqm1Rj0OgNFLFG6EqeIY3x9cHGtsGTIeGcljJ72aaxMGecZfgB6uq2qq0vZFIFi94eHjodCOEw97e3sHBAW6RasokSeir4NtZMg6f0RphCWEA+82VhmMl6sCctxvrIjXgU6HgtABYnB/gaYfDIVgZF0G8ZEqXFkSYie9///vszt8FLbQsF/qDi8aEUUEdqAQwUWsRv+hNdCV2HMdgOfdwF9KpzTU0mmgtVO0aDHKhGsq+5rEz6RUUXUkxLlLbNMRgprYeDvezZ8/o9cEscqBLSTbxeOwvC0v1a9gSDTBO5kKSPv8upv9v/+2/ETC5SIG35ZSTvt7f3+9oqqkThIAwbjDWMU1TIn3QEXVvqSr7WZSiKNDoi6KIouWO+t/wgJy5RirbYRgeHByYI8OFOd4HTXGASpVetQsfOF7g6aqqEO34fwO7fDuYG9p3uVyi+ohYA8YSlokjgugVWUJSUQBcAB7nD0MQa7R6OyHYlX4BxwgeJpMKPlQJfoPTsLu7+/Lly6Ojo+FwSN0eAMZvcX9/z7wgc6ORSvOJc9hl0AWkPgw9gV/cKnQF7hJAI/C4WCy++eYbDA32vtT8vEIiLrB2ZM0qjTwyuKKsDVVg2lMAdVZYwv+wC/1+H/o1VM80qlC55kQVRYELCoJgMpkcHBzEcXxycnJxcWG/enl5eXV11WgYFLUtsJHf2SDy3j2NPg8kXb/W7BqTBpAqBwcHeCXiPJAxeSVITG4C+42d5uBS3hiG4f7+PuebJAgJOeCWo14iDR4RNtABPot+dXXFMsEnphrIBaJDtCNW9TksYZZl3W4X8a+yLKG8HB3mqtPCcWP+1y21HIwTcAtXw+2azWbkX4hKiSWA8mwDnsoJ40LCB32N2ubqEibxM1BbYRjS3gHCoa2UtUJfOtL4YbLv7969+/DhAyW3VMgZjYDWbAtBRxh+Dsrt7S1EDYk5vrEnbeo4jhmRfXp6in/GAWIKE+lfOJZgEwlyGg0BotCGvMHp6ek333wTaGwC2snD4RAQSEzIEdqoPw7eAjGVnnrTHZqiSYxdJzZgL9brNZJY1gYF5DuATCBiYVIjzX9vmoYeXzI+pACpgsKLuXjOCTnuLigQuh1g9/j4CNRxkg9yCTvU6XQYovrw8MCNCoIAPwU6SjXImgi1KApkbYAoAFCearlcIqln9sa5Qzw+AQBoklYPnpBdAepAFKS/OsLMMDcIgvl8jlKNYxXgPl3RLqoZDAZsBiwTMIa0VKx+yKJVwUs2gJIkQHa/3//ss8+4Ki9fvvzhD38IDjS+Z4RMr9e7u7v7yU9+cnl5yWkgUcX6lBoRm6rRsSxLikQqKUhTPo1ZfXp6cmUXjQdAU9TYca2lZMVwEW19DQIGzkCiDiRMT6yxn5wZtt7rvNGfXCM5oig6Pz8fDodHR0dchqFE6TjNhRRozOpUEm5Bas0fjgfAaYCru5rCmKZpcnl5GbY6cbqaO11Ie5UYHMvES3JruetmZkx94EmLoqBcm1CG3FbTNFTGupOG/2bFmc2KC8L6Em3DhdFqDfGM388kL0wlqdMIFIogBgbVwytwygspUFxdXVERxGEl41hrJChtVuCBi4sLs5OE5vB62AtHmakES5z+hO0tNKQeR4QnpOYHV8N+Q40PBoODg4NPP/30+fPneGpcUEcd4jg3whVeh7NI8L1cLknMmSfAUzXq9nYZDxLZqWra4T8INviB29tbZORARFgfaJZUI3Pwh+S5WbdATBfmJggCW0wCa2yEXxmL0JE05UoKvoS5YRjO53MezMaOkmyIx7IsYeEhr90dbodMkhFex/SXfz0Mw/BP/uRPLi8v2Q84GQgs53ephQzVplmpUd34x1UDmfpljTvJ0gGRfe5NIkWaAs9denh4OD8/5w7gKPh57jFfalbY9Bm7HmjsANEh3oPgjJ+EVCb9FOpPIiHvobQsY9Wcumqoo7YYHxRXmJrtZk2fnp4eNCzV9q+QuCfJQdgn7DSgsWmavb094lrkbriKjXLzW8kf1XV9cXFB5tEWF1qGiIjQELvAKeT8mXLFQFLcjtN2ws4wI1aJFxcJaw2WwwJ2JGbD/3VynV/nTduLD5/L/VxLS4ItLjXMC5RrBtw8LLU5WGQiRjJ9NJein/7x40eExsxsFhLXMbXTlRgPdx53x/VIuOU8Skdi87ROkwC2sP1acwdqFeUDhFy5lWs2cFcjHg4ODjabDS4pVukfILtRwv/x8dFVLhwaCnK4b+1sANACUMQ6AqvIVABGJ5MJh8yMMuQXaT+QvcOJUP3KjxpLSJk7Ycb9/T25VZfmgoZhwBr1hVGUArQFfNOBwfmjng+cQ1gMxoW/J/p88eIFvXXtiBxsiRWAq6U4DENuQgwn3NUYG9BIoZpnivJJxeBaSYXy8E7SmwWC9uCGY7MxzJXmgwA2rIfHDnKduDycOTIG2PJYXTJunG/UiwPcwEGxp/SRFhLqapqm3+8/f/681tgEwBsVgQ8PD7Rh2DmQdOfH8Od8qdNNmcalYYU3m03y4cMHThUvbGTCGyIxQHRIsUeh7s+OZlSRJKrVj7Ner4nPINpAabu7u0mSECxyWAFd6PKywTbtLvki9nUXRaiSwI2kvbkew+Hw+Ph4d3cXHJ+r+rxWrwIRxc7ODq4c2QsbLWLW1Wr15ZdfnpycmAag3xKlhqA1G5wRD1h66qa4A3t7e+iwv3v37mc/+9l8PuddBoMB00sDlRxHbkdKkuFweHh46KCC8PTDhw/z+RxrulE7YvtYFBLqgVACYUJbmV0lzkO7yvUm5DqJrVG5Mp9RaHwdRoGV5DzFKtFB+IPzgCcp1aiAX2qkFkNAhYcBDnEVOdOoNiFiF4bh+fn5j3/84/Pz80Zir9xzfBSkS6H+NXS/Q3UFlZKHeXh4gNTGwnKSrcFjENhRgSPOLbm+vkboz1NNTdI3TcOAmkLikmi9Q8SyK9jIWGptkeYInZ+fmzk1pcMSwB/jDSnmtntlgRr1MXB2acQx6AI7EuNCpPD5gAF+lxCHEw/xF6oUgk+gH6+UEmCink/b7KZpgDeluuQqCdrFcTydTl2k4CodeJVer/fZZ59lWfY3f/M3ZDbgN4CL0E2pNPirqkLjiTpksgeU7HOqiD6B0aGKO2Ip4YH+G01odBkvkRJ2CjmPQC0mhHCc3VBJ5ajV6rmW6B0EJR8bq44DKgxde9erptKPwUbAzgUakIqlwHIDR8fj8WefffbmzRuO5s3NDeQVIHOg2T/egpV0DrFTPD8kOK/TNA2+kQVBDY0sSqDSfVAMb4FX/84rOvlKdN/mKHi9VWvSMo4mVqkP7+PonsM3lHhyKZ1QSNI0Te/u7k5PT58ktF9IHd/svhOKRCBFSz801tQw8ChxlV0t5ocD7Z4jMlaU/jrs5i2gbggoK/X6dNQzip/xFkKUceEBeKT8eBESvXEcz+fzk5OT6XRKGpK8NfeWSn36bJxEo6KObbu4uKCZASMKL+cEAiCeQxyov9GXttfrUUkRhiH6U6wtajmVKhQSleIZaHGI4V620rc0pmVViT1iNVKGkisF8uFOYSnYaOJLXBOggFXFiPR6Pc4oU4iICghX6rpmQ4nNqK8B7XAqMGQ4fLgHPgq4yxHl72HwcQ6xxm01LWnh7XbLDd9ut99RNIXq712ihKGFS+bRKeMJ1cyOAe5IwSLUqMlEGk+let4w9hyavb29jfTgS3VF4TdxfEEQcDoxLdhjLnpHXVHkxc7Pz6EC8ZJmhxyqkpWDbLGuBmuxXq/7/T6zJDhti8UCO4cPNR6j15bXxBxyIXlNwANFfqx4nufM1aRY2ueYCxBLeh7UxxIRQHPBCFUxN4ATaCUewB4cj8TP4GY5LqAd/sP2L5RuMZbYgSZ14HEcl2pzJYi8u7vDfAJgSs1F36oZ1d4YiOLoBZIHW8OXVlKLClo9OkEQkNIK1KYXxzFPUuuPWU6SmPxMpYmAtcYIOCzkmLEp3EniPdbN9T+YABhz1jmx5yJjB06CVyGnwCo40xGpholh1F0J3rNSoWbdYLwNr/HXGL/d3V3qPTBjbnQwcdtV81uo6d58sgko1oKqeswDt5Qc7YOmTJ+fn2eSR15pNDeuP0mSly9fvnjxAgS/XC5PTk5QuXOPOc4KdtK1cSBvKmRTzcmKVYAehqGJi1otiybmCv3hAjQqTk7VCgx5wkwnSl9w2X1NHeX20sAdqNXONYhAJu4MMI8UByl5AAO52Ex/2nk6tmytVmN8LEu30tzoJEkgtcIwpATYF4ykb6fTmU6nQHDq/IhNQfDQ/GZRIVE4pp1OZy0ReT4Q4M1ywcA6kToej+/v76+urqh6gLDZ29sry9Ld7RhWvoWlCIKgnSZioRIiRbP47SCmUE633d0Sa0o4L9k0DYwHnm42m6F/lKoiCDrl7u6OYBfX35W+LLew1DwiA/pQ+gKOtjFpmJaqqogsf+3Xfu3s7Ozbb79lS5BhM8PDYQWS8fOkftlX/31Zlv1+/+XLlyw3Ta55ngM08aeQuTgBmu7DMMQfwnlXGixHmMSqsrDmcwuNryvLkjwr7BMnsq+pH+Qiu93u7e1tm0PkBRn5dn19PZ/PuZCsUiPN3f39feTcuFe1ZGvpxM01XYKUBTccMofzYRKm0UQF7AVnA9kSh79gXYtLryT8H7VmdTYqoQs19ISYodKUPhNKLnOwoYmlowM6wjq74IC1gnFGygkswI1qVFKJGYV/A/1SuAkLFP7RH/0RjjhWtbMtjXn3jlT8uQw0mDnExrnAh1CMyoKCKNbSefY4CTBfR8IYuEXPiUk0HA6rgMHGcILwxuMxZhuju1wu0T13IrnSvAyqXMhnGew2qrhOVWoaSygTSBNougTG9e7ujgG9wDB2lCgKQQRfAPJclOna15u9MbYG79Z1TZY91YRGA04McEcDNnkL9sUnlYp5Vp6jjDHmcmJNwpbKPGXeWDRCaldhcLx4tY0kK7fqEqnVxsRCYcWIguwSE43eYbnW6zWcG2/kwriNhCEIiHHUPBLPj5/nKHI8uA+uFGIH+cNvgTgeNN86Vz8dFoEThVkEg3DxeJ1nz57t7++H//7f/3t8qK0ChipUQ1qkqmNcNkbIMa75U7KnHdWQsg3gHPO+PJ+PCzaY2BevRCiM/yGiCDVjnZvNArUBMf6U88QXhap630ilFGxAbXCtnk+WiUtIcNKRpGbb7JETwArwbNQCkSs8Ozv78OEDIIHjmGgISCE9tkAagNgRYqGtJkvTa4upw77yLVwbIH6qSqdSQsWYSafkMNuhqrnIp+LQbm5uAKsdtRZUVYXsF2bVjxeGId2D0MrdbpeXcpBQqvIFoiJqdZ/gfDJ15aeS07QN5ZMh36DLInU2c4W2Urzz0mHmO50OvXir1Yp6lkLlwCQNHx8f5/M5t6KW+lWj2geKpgiuHEJghb/L6P3RH/0RKwuQSpIEyondYhEh3UFyPCVHJ1KBe1eCwFAW0CD8IqqrFA50pO7iRBgPRLlRr9djVDDHzoTger3GspYaFk2QgMsKNTaQ/XOxbtnSJ8M/cHRYa+cIMdsu0gqVFq00uDf+1V6qplVwj4H/+uuvSei6iMVupNG0SWw57BZvimUFIgMGAGk2QIDMWIO+a8laEQxwznjU5XLJoHlw/2AwWK1WFxcXyIUb4vYk+old4Pn9mpnGHwZBMJlMuIRlWYJmOZT8ykYzYNiUTqcD3UQ4VKm7JddcXSIQE024RzYiky4LX42vMIIqNMjIZDeHwaU6rLZJ0lo9N6nGFpqjd/7B3BSXIc/zBK4QoiqVZgFugsiSa8qWpCoK4k0IaFg+aH5TEPiKLMsQ34W8c9Mjv2I0QrFNFEXwjwaUYL4gCK6urkjpG1fQLFKrKzRUmy+Xk0PGdjpVGapUPVGlHSASHMmidKVn0ahzlyAklhAvPFWg6ZSEClx4UzT8K8w6i8lJ5cjizbFt4AEQBR/LDWQlt9JtJ+7MpD8QaTrq32LoOQ0XFxcnJyc0+Ds/UNc17sWw3kkVDt9Glf1QNK5W6EujHA/j8MbJ3a2UT8OWLrSJcp/FUrIA7GmSJJZ+wGgSO5EjMl/HR62le9lR274TneY/IG1ZfGgJTI89ZyM1QTwqx/jh4eH/GeQGsePiJOAp0TdXM1Q5ELXjjWYWNE3jkQKJRimGKkBlbxLN9gHMYNJGoxEhHccFQ1XXtQt3cRfYY4S+XHAaKPPvopdQ7TtDabLzfzn0xF4O302YejOAB+ZJ3AAQKDEcSFbJJGlVVa5WDyQAEaqBkInLnLxAbeYcaLApfXZ2JrDJFxcXdBF4/5yt88SNVBWyXAB0TrfS8aR+sygK4uC7u7uLiws2fjKZfP7559QjEl1gTTL1bVZVRZk6q4pRI4poVGljtppYiwCX1UCezeQBV6WQXOlGPQaQtr4JvDilAHVLOgC4kUiia7VameCCa6nrmoNHJMCOQ1qYXeVzAF224KRcYKiToiiIvdgV7x9QlciPqBeTQ31OpIbuXMr6WAh8eqPSq0AaQZwkfoBDzHJzswNp1oIRnzQe1AsB7UDNN6eQuDmQhDq4k3nolHA+atK96Ta8Cp4XFEFuZbPZpC2hK+dTA7HUeBJXCq5Wq6urK0Ak3RWNMoAUgRoscYjR0ORFOJREvWwqaIFdtDgCfslMP4YcKoOjwyff3NxAHXJeG0lTsikrqSHt7e3t7e19+umnn3zyCTeWe2IkEKj5ia+mgYmr6/5J24u1ZtYTWxcSXGIrOfE8vPulHI9GUYRZBKpFGrDLWTfox7QBEXEUVBkSvn/ve9979epVGIYfPnyg6yOUmKm1laJW5QF3GIjLucdXsBHhH/zBH/Bw5DhTjbYEwmZZdnBw4BraRkV2+L5G9XCBNN44mmZvGlU4URnCD8O9RFFE9oe9B7QEIq1cG5dpeAxL7GQNx7cd+ZGRiaQC3cbizuM4uIcb7vf74AfeHcyWqdky0h8Mwfn5+VatwBjjIAgoIcEiYiOhLOD1YDnxNjxzqfrH9qwh4xD8cFVVzP+JoghWm38iJ43Ts55pqmKhUsMn+UYSiL1e7/DwkOnZhNrEiCzL2dkZXR+NelYCUdJGMjjkrYaKk+UoNRfemTsGH8WaJ91mXUi3cb2xzZxjoDxd7eZG+ZOoJctrgm+hf4ONs5gK8BXIADnGiSLG5fgFQQDzUWmEOLFNHMfhH/7hHxo21Rq9FilZ6OKCZ8+euZmQ1yM5wmXlOQCyuapwE824JKZhDzgEoUbDFkVhkA2q5r9vb29BovykdePwFaSEyfxxsysNGIyVaq2qCg1+ukN4PCAWljVUWUelqnTnm3wIzMNst1svNxxCqVnkaZqixVdpluhkMqGNw0KcwHdiuKqqmGlVSOI3EJ/N5ez1evS5M/iW3wokCROJQechSwlU4U5JRHz/+99//vy5oSBBKqYHdxdLQdq1jBwjhK4o28Y18dX8K9WNTlxGSnFgoXEpoSbZwOeQgarUMMjiDIfDUhMHc43cdEID3MtLOffMxbBKA/beOUo+LWjNVOYdYynbYq1AjIZG9EUl3//+94k8SrUpuFKSp4EbpmwToILH4V8DkWiphKWMiAD6s9kMX0ljEbEXL2BetlDem3uFdTEDje0ppa7DunPigyBYLpemd3iwtmdoNLDD6Bxj05fITEfzjqg24Yc58YFq1gv10DRqmPyOQEgS6viN97hO+GK6UXHKlRS4SJUkmv/sdv68VeQcBMHZ2RnWkatif2tfDRwyDiEn8/nnn799+5aO252dHTLleZ5fXV199dVXFAgYWINmXesW/2phbKGZKdwZ1pNg2uw7DhbegkXbtKb3YacB2CZzuGmIg4AwcxXwusgK99uoRxR8zpHlSfgnjgePajrb0KPSqAr3fLoWi6OCIOfl5WXCLDe+ALIck19rCl0i+T6sCOw1ZTbEOrHqMXxAAV5Rqx0Jg0FpWhzHlJpgLcBqcFVYoFoNdV56fibXGN2s1efu0JOWF84oJCnFSxw44NN4PK4l6WFYgkuJ4/hB0xS7miYfhiHXntQs78UK+r9jtVqbtuPUUrDuxgDHFew37gs75AYovzK37ubm5uLiwlVMgZSim6YBDNAiR+z06tWrH/7wh1988cVoNDo/P//666+vrq4YevDhw4ezs7NAOsc8zFa9rGYaEpVFWBy/15rWkUjMAjQbBAEQLm5l/aJWVQj7DgcdamAK8aGVIQup7NDuvLe3Rw0cn0yDUSXlWSATD8Bzmq6sJK9WFAXul8vZNA29GSAIc6+JpIDiOE7u7u4ODw+HwyFnIpXSP8rmRFe7u7vOYnKSODGFcpxuDeHmQA463jdhx68b/Q+kX2tE0TQNaQQjHBjuNE2Pj4/xDCSPSOODic2a4xODIOBhQv3BXa4kJh6p7Jb3smdA8ZdAkJOBX8o1oZb7z7npqHOfZHBVVXgVX2O/EVJ+a+mH4n/YBmw5VyJQD53pSLgduwsqPaG9iZ6Tll7BZrOZz+d0mqNAc3d3980332BBA3W3sheOTYF/YDDIJZDSzc1NR51rvCYGG2BN/UhZlmSpWV7Q+VYV2hijfmsUNlCe7eY1Aw1KQyWFjcNFY2FrSeMErdocyDQ/cCwFsSfN4+LacMb4BCwszJ6zihASybfffovsBw6FMk82BldF3hGtIoewFC3hUPA4a6mAgKTzlpAt5LQJRzcBlWXJioC/YxUa8BVcp8lkgi8jhQFjwH3rdrvM6N5oKg4rQoRXa6wGnx+pErhpiR9yDUrVYLstGL4M0wUaLjTFmrXrqLIfDF1rSh/Yt9Pp8PqJZBdIBaTqZcMT8vowdPh0tsrMWKkKcyrMoH1YgUTziOB57dzev39PeT1ch8XkTAETjPYkB2QKK1RtTC31aQc8pdT+OP10GkCU9zTIjEUmrZGqGpf40B6AE8KRReKXRQBfpBpL7hpsY/1EXUSuFIqUSmukEmIihDuw1kT4rWQO2W7A3mg0QgO3qqrwP/7H/1iqEHwrfbLJZEJoj7Xjg7qa+MKVWLfkf2GUjLwHmihca7BkodFjGPh2tp8TaVLZWedutwtH5CwVII/EUCkVoFwFhrUqfkH87E3d0jZMpEpC1MVt5GUjNcJDZrOL1lQMpCHD5hHY5RIVTVTOmaouej6f39/fUyc7mUw4WGEYQuPyVJx42GtItkBz2YBhteYmsSzsN+Xfseq1iPIbjSei4Ofi4uLy8hKrgTeOpK+KIbffBrqkrUHCOAqTQrGSTeAHB079fn9/fx/Og70mJOhpMEesgu1Gnc3exFhjKnPJg/JdOF7iaXq+MumFrddrcG+uKX39fv/4+BijYELZ5CwLXkkhgVcrVUXCi7DveZ4nlep1Y6nwcVPZ8lCz0yJlHwtNZeRlSARiG/gZTONaM6q6kqbi+FItV0obw94TEO+irqIokJHD9nPfABhgjFqzHiLpzYeqo8JXslIshHMRtnYchbu7u/Pzc3iJ8Xi8UU8ZzEav10N0baNZkUTtnU4H9jBNU2a4E2vynGwVYl4cINbdXAeW1dl7oFeuqQhc7EQ9jRyOjQQJ6W8kcMLLcdpY88vLy7OzMwsq4qYSifZg/HACZVlCC2Kb8DyFdHFqdbf4KHM54RPLsoTQdEceX7G7u4tgBBsNiCe6zdSJy5VOpKqLh6zrmtY5E3QdDa7EqwDS+PnZbPby5cvDw0PKK/HVQC8OBvH3ZDKhadESwq48KDSiBRyVcEp4REKTQCU9rkxKJdcTq1OeeACzXWpOZdTq2wo16MFmoJR4L8zDarVCVzVWrVUtDUpiU7KYdnNYsljdCwbl/N9UA4Vc9sRZxxWyTKl0OVMVjWIhSJ12NbKb2m9QXxu3QK4zBni1WrFn8FqNSprZY565UCm1wy9Wkh01Px2rciaX0ncURWQeXbTDHeYPoRsHiPO6Wq0QqTUD49A8keqOr73jIvxbrdlqfDWOKG6pB1SS4uGgO+leqowUXJq1ptrYLNbK5Dx79gwsWmmgU6xMzt3dHU5gu91yoO2pqCLDOo/H4+fPn7vcmM8nasW1rqUEg4n0Xhgy5HnO76ZSPcJDfqe5EGlKBYEX193FJKAjLNlyuby+vmYjfS9NeuJzqWt3qo/9BinBSaNW4PI91j1UWRs+p9HcVbatL2Vgk/fMMybi5ABFraoVE9juBvItijQQoJJUBv6k0Fw6YkEsqHtkcSPeV/pm+Ceay/CfxhWj0SiXADXVEJwtnooKZ1gjDHylQWaAmVoj8WqVwQELE80X5I0uLi7u7u64ZoFKbmqJn/Klfv1Y4/diVaQBjRwF8WO1ysUS6bzzpiw1Vz2VKA7HizuGVzw4ONjb2+v1emsNuqRJgFcjpt9sNkyjKjT/ppJWDwUyDku4AADyoiiIaqCwAulFF6qTZYl4feJpfOl0OsXFEXMGQeCK5u/mbZXq6gecsPdQhE2rGRRbTuwSqXYgl35vqOHjQBd+HicwGAy6qsW1see+cVKJXVJpE5DnM+N5cHAAt8hu8SEfP35kg0P1TQcaNE2Si7g5+FVZcLaEbbDIiosL4F74Afu0SEXkmFWiK0wGTpxhwxB89CiVGq1nqipUgzknnsPt/l32LFDRoauXDd64/Jg024LHx8eu5s+60gaPiglP1cAEeMMbQGenktApVAXIzTcwa1RYQbU9tsxriClsWgmm9XoNakC0C1RZVRVtPS44hWqrqsoLxRnjCUnGk5gqpGLkPE+jkhPsfSax/yzLRqORPUYoWYBKymuZxiUSIqaSte12u0m3VV/OHywEVawsayAFEZtM8q+NZvjYhwAQK2nv2OpQy9HRH1bWce14PAa9eM96EtQ242a3gAdYLBbk5kpNDu2o7zZX8bCLvRzPdNSF4y8yAc+/YgW5VxSuYftNAhIrx8r5U3nPAaUZhfoCl/4ShcM7BaqmdhIjz/NCVdN0bHm1bU0wN7WyV3hUzPz9/f3l5aWjMg4Tb421TlU95pI1Trn5JUP8oKUN3KiKFrqPeLqU6C9nrigKl1WmqmJwEFUrzWyLudWIPmhQFnM8HmOt+EUXU/UknscTEnBSRQs/vtWoWTvVtWSOsJ40bGRS4cafOKfRKKmSJEkCkOKsw3aR1TPjiR1yUhqazwHWdDrNpZjAxvQ03MrlfqmqCHliEBFWAbAUSICbUtOwpdJMXgZj48DOJFetYjVbUNfGFWoosWELNFKAF6ErBTeKj8o0GBOU3+YE2Wy/dVddDT5Sm83Gcnp0gXK2sIJOgFSqKSTLttakKi/LVvPaTM647ojIpNQ4oPv7exJhUCUmMwzZsVbOGATS6rFLL9RIzREERrZtP0eE7BXRmlNIJkWA8mBX3CbGC3RHWFxrrmukrnwiVxh9kBLhX9FShWoHVFBhvHjQ0m82q+EqDAyK+VDeiEMYqqUuVdXCcrn8Lt8Uq5CacxZqWiNhRyRF/1hVYhtJH/dak4PBCSw3yWey311pTFC2QCYF9rpRLaSBCneGIwhBRCCFUSEvxgVI0/T58+f85VYqxKQv2qcqUpeG0TM5EVacMx3H8d7e3vHx8fPnz/f391er1cnJycePH8mkQmLSzo+RdiGai/P6miTngMTlfZzarbpbOEP8pY/sRgqQ3FjwQ6M5aL6H2PWgpRtXtSYYROrqajRZOlZxik0Af9idSDXtmFV6bWOVJ+FYsFM0EjjI4arneY5h4oyCrPhGNh0mg8ErseavgY0RsSxaQtm15mjhLakLxv1ioTxyIdLEyFJqc5E62hMl9aGDXIgAkMvznPrzrYaTB0GQ4KwHgwGKeSgxGaVw9bm1bsgwTMTNufIpV8O1TzwPB9pZa6ZGt9uFecQP1nU9n8/JIjEquZTGQZqmFE3gCgwW0zR99erV0dHRixcvQg24ZgYH3XFQwjw/97bQKF9yRgcHB8w5rVR+XNc1yqSk/IbD4Q9+8IPvfe97f/3Xf/3x40d+YLFYmH0yk0isXxTFfD5/fHw8Pz/nALFKRAIcwVhTkigpxci59tZOmQtftYRj/ffwJHBxhHSQCqwV9w0zFIngDzR2LdDoEw6iDytABTPZkxyvE3+xykKJqbBNhRrSubpRq3wfmAGxS8Ik0aBYh4VYDYaC4V3RBueoYAcXiwXQg1obwB7HiajamllbadfZhhbSVqKqxTQduepGElj8WHJwcOBGrY6meJtig80AAiIX47jWCXYcUNAaJ4ipSzXoDhuG5cNjEr01mugdSi8ATF9pcAjHdNgaa0zzbqLyOxpYX758yYeTmaIogItNVBRJtyvXzHo2Po5jpCKaVtcybQaByh6xx91udzabgeZrZZf4QOq9SL9zLI6Pjwn1KGidzWaQpxtprfF1BHw4E1wihtZRr0NDTrCj8O12e35+DvdH9h1fhPmnOCxSUWMb4juu4G+wCGZaa83SMsWXa1CXGVgKHPiurerhCRUw2H4GdLAD6QyAF0wNuzQGn8967u7uYh+BNzCknEx3JoA+mqa5uroiduVXcDjOXxHAJK0hiCQHeKla6cUoihKGAMBD4dH29vasrA/VjfFeSRym1ITQQD3RhDWJ2r7cVcxyOAzfSHgUG88LOAAyBguU4QLtEGlxT6hs44bwpaAL0+qsxa/92q+hj4e2T6nuKsbbPDw84Cjc2sZ1cnTIf3BVjDGiKDKi5VZbybVN6UCVcF6Lori9vaWbEZvKd5Fio35u2yq1r9SGiutgw1gEXD9HjZpFn06+vY19A81iYXfsBEKVZoWa9RurCJR/XS6XoVq92QI8Q6QK3EZJYla+I1m0QBphpeaomm+AGinVEmmYmkpBmhQvVKxDhVBiXvhzbhd3CQMaSAaTbg0zXfiZoigwpqYEi6L49ttvG2kJ4zCjKEqYj7DVUK1aQqeVlBzTNG2n0/jLtUaTG/oHEpinVAvD05FqA8fLjhIjB30OnednrdQ71jTNfD6/ubmhIsifgPe/u7vrdDqkAynJgtklHWjyHsatkggFaS8THaZ9HWIGIlJx/Q5Jt5Ky4tpHEhhz6Mkq+Rd5BjvlStoKlAyQgqXShKwNH0ujBn/Dgaagt6/xulTUoZ4dquqEp8JZOaDqSE02bMlyJWo54GK3ydBSKn2FmjABclGrChDLSu0D9ypvSfZyW+DogHamHDaSiuDtuHhrCa2uNEkAJ8lnZllGLGpuxqkhHoxnI9xylonS/a5knv0VRH18QqDmffIJyXQ6XS6Xo9Ho+fPn9l+hOt84PaxULTGsqjXJzKwibgHj4Sgbd+O3NTG30SBK2ENCE+4V6wXamc1mwEc0eonfiYY5SaxRKRHSnkZqN01DQW+sKUmNeqLTND06OsqyjP8LeWxES1qHzeP/kiGu1X3PGQIE4oKw6D5VZNNKdauwFOZMAg0YNWTqdDoW9DR2r1UBVqgVwWF3R+X4JHQwiok0cU3vRlHEmnO1/GA2w47xhpqZVUhs3U7VsYf5LoNs1tx8CXc1TVNAeTsdjvgNd6Y9h86+giME8eiPwm9gYgjTV6sVrFeiphTgX6P5X7WqCUnV4ahZNLK31neDyP4uNiBJRgKYMnrcDbEsVS6wn7w5DhrYGoYhjoYf3m63JOQLlT2VShxy6CtJg3Ap67q2qpzDI0TXQMOYkFqpULJd8C2JavQh8tfr9eXl5c7ODjkpzivIih5wOzEe9fDwMI7js7Ozd+/epWpMgXjmw/mTpqk7BitN9oxVv8Um2WWTOYG3IbNBBF8UBSeJw1er3aJR/vHi4oJ4AOqGI4sYjoMZ7Eig+sJAFWamehqRb7mmZhiGdaQIlKrfrVC1LGVhgcirWjL8fWlHO2SkVBao2ShtYrYNN1VLpqGjwWGN5jQ2yq5Uaj/yveUaYE3w/ARXwDyvfK2WdB4VH5hJSOH29hYyhk0BAUJbsSx8ZiPqluKDKIq+G2hca05oT9NE3LZMYgtm3fwM8BfOHqzJ6gQSkOL/WhhrK1miQLPUMUKoc11cXIDPuKPgaZi+SuMvK4lut5NQpTJcKwm/8GDIuRFFHR4eTqfTQFK7yIlSzkkYQOzFq9lTPWlODNeyUTcWC1Vr8oCtKYFQrk4XrEMogSPCia5kpdlCUAHRF3n7RtVaVVXhTgs1lAB1uGCpSrPsi/4WvGyzEbFK0BpJwxJvZJr7C81SS1WbqAMQUqjWo1EJfqxyOt6RD+TZLFZOtW8owdDr6+vpdMp+kffYSCSUjQ41mANIbPaJFcY/1+r3wDQ7Xg/EMjeSFeIHzKSTRgSadqVL8qSRWePx+DstBnRGOWQOk+llLlVCwwdB1uI3KyneAGlQg9tqjhjImzuKmadaGJ9eSvmHETWEDUYOgWZJcFViDalmhwoN2ynV08gJOzs7w8ZDsRFUJUnC8MMwDAGCEAImH7ypFKlzBKm8MJYwPAg0tgimGSaUXdxKjoFYORCVDmvuvcFiJVJY4X257QBC+AAahnzuSQhGLUVHnr9QYU+ttH0bE4LgWe1UFalOTXK4OW1mftaSKYiU4Q6lEQgkCyQHaOuLacN2OLvC7wIOgel2AtjNza+KpaZSAuWfHKDbx8YtneZSUzmMDlhPv1Eh4f5A8jkukK7UnlqW5cPDQ/jHf/zHgGz2O5FIHe6DF+a/YW3BQrxb261A+ppt4I8z8GSFGkkXAsJqTd3jMCUqGTewCzXeHtcZSxTa4GGz2TgnglStazldLgaUchkZp984ivIVWM7RaIQdSpKEthJynO30k+mOXEMoSNHXyr+SOozVYBmqLgV7jLkyQ7dujfIl3ALVwEzgqTx/ZLVaffjw4auvvoIRr1vqUSbKuPMGuN1u19JoBPGRml385Fw/B2/QrH5gOxauOmAS+82jmr/3KU81/oPeD5eo8IK5+hNqTS1pWn9KFX2kEltgK6tWdw5hIdeM485/FCqpKlU4E6vUxfaIs1QUBTZruVwmp6enaEemaYoaB/GipWYGmohBlspmlWYo6g64l9YWNrikhY+/pPg2VmeaFfNgCXlu7hW6HWVZQndsWlJh2+2WZLA9CS6LgBIiiLXmOoUaJgkZRRBPnQJXlBEBOOjnz58ztoggge8lkemiNFgIwwCjXhKCKOqg4dXr9fi0UMLxHGKnJrALvHigLCm7TgC60TQnbhQi20VRUMO33W7p1+ErCqkw1XWN7mdHXRzcQ8ISjvuTZlf6F0ejEcPnwjC8vr5mDHMg/j6KIqq/MC6hBq8/PT1hL7CJGBTXY7LI6Ha1PVWkqvhG+lEOV0olhXi8rWr4UpXu1hokF6rBw7xII9XKSuMRUvWpHxwc0KHvFquNdGO/G2bIaxB3s3ZmLSCzuXD0NwFeDVX7/T7dKo2GtnJHV6sVAxtHoxFYFteGTgmsPKbICgK1OjwA/avVyslXcyyheuTZOcjNWgOzbBpLZb6iKHKlaiHt5UZ5JesAJEny4cOHTz75BDEZUrCcSO4qCZOtWtptIA2Ig5agInvPJHA2nrCslmwg6MVRddaa3sV28nZOHtFWymB0XB+/yB9z8y6OwDDBJQASGsmd0wwNBWdaD4T9+PhIzg6Wr1bXUdM0y+USH0LU5AwGie1QeTGWpSPxhY308cEOmTQV1+s1loVsgGkG71qqOtZcWpShRMLh5YJWno5b2kbOsdRu8MBUpELgwlCHqgtK8G7E+IQpmB8OFoFgrXQdKJzzymkAeGRZtlGvGrlkJ2IBXr6XznFYvwXy3jF+FEW4+EodQ6EG7i4WC74lV2tFKjUeQKS14pxwceoN4oyoq/urDZlIeNd1fXp6+tVXX5GiglE1UueVcQjw8YFyq41U0zDejvAwbJGGvxcqe3TKhRPpIOTy8tKlqbwOG0bNDHQZv8Ud8FtHqtSyBeWwdjR2xN+VqNO6kjgAkKBR2p4V5krPZrPd3V3Sq/QGOV9BNEKs0qijNVZfSyFtZwhHXAe0TyievVHnN1jI9RQOakspB/vza8kqmuLLpdAIfApU4lGp5DNWNy9RL2a3VhMi4DAJgoD4HSYL0MISOEeWq02EZlAyxyhzoIjEh7LuT5pwyp2msaZuzRng1hrSsazAa+Avu8IdwNh7blyliVd8ptEX1rrR3CiTjwxVNvTELsKvEbGZ+sCKENDjJWpV8lRVxVCCpqWWxVtUkl8PNKAKAJ2o9y9V/xG4syMZIhgCvs4CCtAgsCKFqqHQd8BOhWF4cXHhUMSgGVDBhWRhneup1VgTKB1W13VHuryZtDM4KKw8hhNEBxKmSQXhGfYXz0OMm2UZT4ijdhceRWywbWvNA8deZGqBwgXZECSqtAUIgZ+dSIlUhwbHGkpOj8vAz7gkpE2obDYb5G3MDWC7IzLBjUbi8YjspYG1HYrFf7aSvrDfxGxQAoWXcD7P5WJbjfWNVDsFwcrZCsMQoAUC4c3pcSFoIzUDu9o0DSqZEBGmaGPVtBLXbtXM4dA8layiaYe1Jos1KgjDfbFhQEGCP04wRSJ0cpCKNsu23W4Bu55KxOHG5zjq4P9ysHB64D2Oo8Mt9AfAIdPplHn3OB8X+bStfkeSQbHmwJmfcV+12cNGSQMCEp6B1gsWE2uCCAXmzKFdrVHERIO0yFIVX6juIFHzCoYmVyNlrmEiqVr/SlUAlJrqzocDn9gF3HWh7FujIo5A/XeObjcSreGNHGfjPYDKgSTB+d2kLEtCN+Iz/jlUHxog2yJ7T09PFxcXTdNMJhMkSTBvxNCpyp44SXVdz2azzz77jBmGoBE3asF53dzcABCLophOp8PhEAHGOI4fHx9vb28dhOCXgO+dTgfGJo5jgApeKFa5ARsDxWGkzqNyDkKVXpslTNQaa+L55ubGkgd4mPF4jIRErH5TjjIWyw693+/HcUy5Cz+AtKUjaZ9X4LIPAYFNp9MhdqqqimZ8HjsMQ6gYEv58DpuFl3MwwB+oZ6ymZzFxSiKpYNC36bxSKAry8fHx+vp6OBzu7u5SNlsUxc7ODjOrKVHBBIBwStW6ATtNgEYq6TOVbBoNS2qakhXm2PgUpRong1PNWuMz+FJnVxsl7JpW+i9QB5IDA/6yVtF1QDk02IOUQa7icuf5Uin9O2gDgwJYYRUhUuEo+FzM7Wq1Oj095elB1fh6gsJut4u4BSUxeDESAuhfM0uPBW3jsVRN33Grqc8sGKgGwwAbQ5aXkMN1DXBcvH6j8WTsKFQSA+4JkFjioigI3eB8O5rfSNVarXRm0Rq52W4cC1WHE6plOVbxfayBp6BB9M35b36xlHQNNE4pZVLDX/7UEnRoJKTO1+XqdMlV2AeG6aiQuCNVGHYH/hovcXFxwdVioyMlK56kDV5LOsXkZqlcbKBivloF7W3k1ojCL9RTHmmSabuesm51bJv2sbQwQJqfqaWQwBaz14FmRARBQHcygRPRSOIw1B2AgbqTMDAYRed0qfCm2JXlY6ThfD7/xS9+8f79+7u7O3pHiJKvr69PT0/H4/Hx8TGkHmRroCbDRskEDABR10bKYaH6GHPp/xSSrTY1ttYAhUxjcwiyMf/4RDBVph45+6itZokGLd0Kk3rcqEbZ0EJV3xBZmeYZmr3mKCC5gXWAy4cYCNTrWEkD2DEon1CpDpxjF2gcLcCXc8+u88y2hYFKIYyqeYtCJQ9Y91hSERgRSlf4rclkcnBwAD/jM1pKoyWQWE5X2lCEDbm0fciss3e8Xam6a3PHfrWqJRNm4rHf728036WUGoDjT84Jx9JxQqQ0mYlpfC+pd57EbUl5q22ID8Q7JZCYWzXs8msUNjmuD6W2STTjUPro6AjhtM1mM5lMvvjiizRNkbPMpfeWZRnD5D58+MBloxycXaE7DAqPcoZS+ebFYkEldiZldkxdrTQq9oOPWmv8DIYTn+BTQgDNilfqxsL5UrViG+PLEGnYB7Ae1ourlbTm2tvX+eQ5UUAd+OPj43Q6ZWN4Kr4xUMWruVqejf7ATCI2oZKJlXTpEg0RbNTUa4jMJgIUWahaFUQcFNgY7jmgy3nAvjRlgSv8L2E0N8cYj/WM1ePK1XJiOFLyNUkSavpxwrwa9faxer5jDY3ERhCe4VhySevxvZVqhPmxRNoIG/Wsc5ygE7ythOC0kkUqa8VNbS07t1Hnq5kf1+2YYwaK9SSViqF6fHwEBPf7ferI0zT9zd/8zcvLS5A9+xdpOlWiWYI4O2JwnE/bibPZHi/ZqLkeyMu5xCmFarPyidlsNpaHMA4OJNrqw+SCHJdzcs8tTOnCr1DNNGT9XJHKu1BFE6paZKu2zLClBYuxdN0idpdDyacRGOQae2hfBIUCfuDKGQFWyo/iCYOWpIp9FFsWqYAFFwGpnUk7hBDTkCNS6RHl5d1uF3H2sKVnQWaD6nSiXuOQSIO9TDSRMQB1OP1Xayh13Bonl6qlmAoU4r1OSxqHgwGIapqGK8oXsQjQ3LxvKBWjbUuLxfAYduTp6em7qGPb6pBwHoAHwmJx7kF1jdpz+eI8zxGleZJ+N16i0GxAABXkJpldOC/uQFfC0Y14aIzTYrFA4cwYyUvmFGChdlKCvFSz+iq1O8UtOcRKfdxlSxtnq0Zkh02xxh8ZPBhXBC2xMCAii8CxxjBTwBdpFiB2mruEjzLc6rRGfRmm++x6y9sEIsbI4I0aBF/RQFWipuyAGUTVeEUXQfGLbTl/towj2DQNU+wLjXAO1SjDPmLayXZjSiA2tlIYcJlWJH2kIAjo4mCdaZfDt+AbI2WIkyShV9aEj31+m9t1NtqekB2x5w8kVc86GwFi9Xx+qqpKuG3exaQ1BsvQDf/CzgFJXVbFN00mk/v7e+rPiDn4YjsBDL+JoCzLPFih0WBXo7fVrwogVyojLVVQUGm2oVGNW9JwcyxHrHSgOX5TCqGUMRONMymkAlQpg+iQrtGo3UKlxdjgUDkXYCsvaHYllGi2+4+4xmyqJcrm87ltm7E+649DI+flWxqGIV6Fu+GMuCE1gSlysKY1MYpolXLiB4MBpxx1XgAJl4RTgtfqaVAaDo3TbMPMVvoC2/azdAgNwuyhjLJYLGD2MvUxAra5sZwuwtEwDKmZIw0HidLRZGIf6FoqHv6PrWQQiMFcl8HqAbmdWSvLMnl6erJSbp7nRKKY9jzPPZ8U4hxM0u12x+MxG7BcLiHyDw8PB4PBycmJmXUuD2EAqNT5I/57tVpRnMyKGGwAXXxcaulpxtJatHmw62/U4bXVlOlUKtimnBv1ExkWR8ohYGudmyxVatFI+A1e//b2NgzDo6MjuB1OKj/sq77dbplaznG0B+Mdq1bGdKVpvpHmxtZqAgxVjGnazYCedyGfX6oZcrvdckCd78TFN2qSpPwhTVNMzEaSM7ipbrfL7Y1aLakUyW/VAk/Hxc3NTaSyOVCH6bWtKuGgp81319IGphuYWjqOEH4DjOTTbFcQqmLK3OVGWiS2qqwJ0Mu9ZuAf/kB7rKUahHVrVCrX7/eTKIoIHQpNOwvV9UO8C/ZgcSHIEtW0OFTHcuCmiVxzidxDHrNV2+0WashEaqXxB0irXl5emuvgi1JJc/JgpvCaX21TstU3ccaNdfjvoDBqtf8aO4XKkYUiHP3DgfraiFvQhX3x4gVFzhwXQyy2nyfkt3AdOChnnbcak9z2P1wSLmqiEiAMIVtI/QyUIvtStdoaQbDmBL0akeQ56rqm3nujISBgtlJC35yYgQbIUvcFZsO9M+uFF6HFAu6BWlrkLvEbWIfDw0PEg8MwXCwWqGa4O4IvbRNftUQlQs2JA7SkmoXuECuT3sla8m9Ow3WlSIL5N4/k6uatGuS/i7BHo9Hl5WUo5cPlcsnQMsc3y+USFo9kIfLohWoJWXF6zNlO/Ak8K5txfX2N2cP7wJ07GCfmZphK0zSDwQBcVKu0CyYr0sB6ShXAwRx9m42OZPt9MhJJUfADuK9cUsyhKnlqte3a2EDhR612pFjFzE9PT9fX17e3t51O5/Xr18+ePXt8fLy6unJlBA8Gqeebxg55ErjhCosMXmeVYgkAY6hqjeoBekFrGGSbBarrmrPLcUk0/4IldezYldRFo2y6QTwIhJwGRMJ0OoWQvbi4gFZO05TS1FhlNjhkHE6oUcEOWoCUrqBG0wDPzxnlmWuNuOOBsyzbtgZ6G04bKfD6Jus2GqoQa0QVn1Yq6dnRPJegVcHFVUniON7f3zeBgLWgdxOLaAIUPIOLYd0rdWl11PARtBrhXWriistaOVem5TlkhPkyqHBxVUfqi5xmjiOYynjGpjpR6wygHLdIHi2Q9ihXDsqP/xuohJjDXdd1lmUkuWq1CPtJ+N+iKKjKjOMYlpNFw8myrKA+Yl/e1LAQx4VbCNS0xeWJVCrD74YtZYRCw1E4RiC3leTrHHfxDCSMgyDgiBOI8yFraQZj+H0U9vf3M3VFp5IYArKTletplAYGwqkPMtYIqmKVA9XbrFYrIBblMFR5nZ2draStDcTg7lUamMf56Wl6WqU+aeIEcEFPI7yIJDsSNOBPo/nYa82hss6ssSX5xKZpEo541SoToORjq2IS7Dcla8hfYiGaVrdoppn3HLhBa+hVFEW0RedSaMHeOwoxb0Vy8ePHj6hmp5p7F4nLd3TOge61dNe4AOZPeQsMWyAdUlbKj9qoGB0gxCJyUpPWdA9njp39wNSZhq8kDMGfWnWBDuLZMOxcIcGpQFOTSQDhcHjBSFXKsGqVZNy7Eqjki+C2PbQUowigZ/oDMQZZfJbIkAZDvre3V0mbgyEdXIZer7fdbk9PTy8vL0mXYn1Czb11FinW7KNa0v7sCFeaCJ4JUURNQLiDg4PNZoMR8dZgFr2GW2W72ZpKc87ZCKxtXdcWQeHadNQZ42jBN4dlZyMiDQRJ0/T/YQlzTQYHJPV6PRvmTqdDmPj+/fv7+3tHmRCaCGbRSeODNZlM9vf3tyrb2mw2zEcpyxKL69eO1AvmRieWL9cI7lrKZHDPufqDPBAc7ZA4jr+r71OIQp7SldsU+ZgAhdZsVIKbSueCso5AJSuxyu86rQmEZjMztQtjwNgY153neT4ajZhohsMxvYYjAogPBgNSEH4k6rIaKbLwuysNgwJiNdIrZzu49g5I5vM5XoUnhIDuSBY70iAMfp59GY1GzFlCpYb5vhcXFycnJ1xmWBBWuO0hK6nchRq7xE+6abuSiCCFJLPZDAvFnJFaDCGo3eEsWYJQwguhCkns/FMNqMVRJOoorFVd4naIQKnApmloATeKS0CWcB1pmq7X64uLi/V6TSEUOX93SzZNQyQ0Go1msxlongd6fHx0jppLjAPa398fjUbz+bwduqWaZ8EV4gXu7u5gl/m6dojc07RXEA7fCHbixrJ8RAs+iFVVUQieaUJJrTwulsa5cfYALh+TTOQUa0pcqp7DjSapBCqVSTR7q1ABc9nS3+UyVKrrdtUg81WddkTy2wyvQZ1dAWfXnXTX19dNS+O2kqIt74hqWiTxIvYiULlELekKAG2j3jruCQCMROHNzQ0/yQXI1BRP2s7cJQbCLYRZllEqTwjU6XQODw97vR5xhXXaiJj5S0MymFP2wpctkQACMKSUmBpWhgvflTQv4oWZ5i4TzuE6jNLt/MMwTLw6HAhQY5Iku7u7s9lstVq9f/+eD03UiI3o39PTE3MQbA8CjWWnlPz58+dwoyS5bm5u6OqoJZMNo5KreRfP5dOfaGpnoO5yP3RPCuD2vE3ToPiJ47q4uFgsFqW09jl22FdjcROOsarBfODszYkLtyr/jlsjQWuJ0oEN2A8gjYEBrpZSUJAuNpKWaHIphDQ4BAwqYYMtbqHJRdhsp41cVuDEpZ0Mb21gRgSFtbK5caF/I1Hhsix5+FyzQOmJ4QlBWXbyXoSipRzh8A+7w2T2MAxB/E+aBrJYLM7Pz/FRnCso3XbFqG05fsYZqjzPudKZpvQG0nRiowOpQVZqAmERYo2LZrka1VQnRPdhqzWBqBmkSA0wFAf0BTHDaDQ6Ojri3JslZNsA5aenpx8/fnz9+vXr16/39/f39vYODg6urq44xHBhTUtXC0MYaSBkKWXCrDU9Lpf4bt4a/BiqSa2u6/v7e0rwb25uIKepXbHrDCQw5oPOkQ2USLKlDJRnaJR4B0/HrUnlYSuB2Oaee72eu6V4NY5XT/pZTHrERhbSUOpoOoHTF440AIqmpzMNaMlb81sdqFStoW+os4DaeU0WGTuy0pRpjgjlD7UmjR8eHr558+bt27d3d3c//vGPf/nLX15eXnL4+BVCrEppSnMyZCSwNdztjx8/cqupqvT8C2xZ2mrMyFUTmqYpjFkQBIjcOKkXqaee456q4Z2bGbcGIHAAYvX0OWAz31N4HjhPz1UziLy6uqKWPW8N9ANRIKxABXWpSsakpWtSFMX5+fnV1dXPfvazZ8+ePXv27OrqKgiC0WhE2sGiypWKaqCSMKuFKhHSX+2Z9GQhLoPPHMCJQNlW00Y9V/F3rYJWDDnAz+yTLVmkqhjDffIDK80RCqVTSZ0CaeyOWhA5W4ZYscZjYXHx4xg/XpbfIh/UTlER0PP6oYS3sHPYLPNX3ARCFE4JJOObN2+yLLu6ugKL10qWl+oxApV1NJuQ0qlG4hF4rc1mwzS3brfrbvo8z1caFp+o2j5S9b8p4yiKQP+cIsj0vhTzOfGsc0faYVgu2HbWBHdkythGFowKmgCb+Q7w5In68rqa2o0pMQauqippc7qEiX2p3FDMyOrXYspNllP9Tx0f8c1Kwpfsn2n7k5OTd+/e5RpADTkQSdOdk7rVH+MxfDcBUKpKoVDVdQZ5JjpTSX7DmdQajk0viOM/XjORdGkhKUy8X6D+jEKVxkQabGqoOXPsB28UaqRXo15eNzwYyidS8wMJYGIgWytNX53NZovFwk2AjfRIuKuNigI533EcU2HBQUw0zddPwgE6OzvbqtYrUPUrhFIURWwuD8y+oLgKSMOxvH///ic/+cnHjx+R0uAnTVVVVTWbzd68eXN0dBTHMYPrOAygnY3mftetlO39/T091pX6FjqaSVVq1JcRDoc70IwizArhJXanUirNTt6Ud6hpTuZF+Bl72iAIks8++4xXvbq6iuP49PSUykfOB5aeSV6YB8ww9yRWbQLfyrLCNgSam0tE9fj4eHFxAaqxnTPH4m4Ec3nmNG0gMdtOriWt5tFMAwydYfXtqpVd55NDNU/B+vEzleoUOhLETqQXFIbhk2atxRK0a1S7auSNWXXlCQ4TWgx7CVkMIWi7HmgUNpCJH/jss89Wq9X19TXsCtlfE+ErtWvj0zgrsNgkWRPNjodWtoxNXdcgFvMQxglmgUggmL3wGcIwgw4Gg8FsNiuKgvbXLMtev3795s2bIAguLi5OT0+xC2vJWfsm83bE+pDgdGbj2ONWXTSJo6urK8IDR72lCuDcZY/BsqnCUmSS5aqVdDKyjVQzl2s6Y6fTSTjlURTRwsdCs4j8KCVTuA/KvJqmmc/nKMuRB2E7iQFCDdxGu7ORvEqWZRBKW+mjhCr5qiX0wEIQQvGUHA6uqBkuPrlS1Rpvzq94U0sNRkYa28e6UYlOqdyh6e1KxYMOwrhCpsDhB21FMO1mQtFX7Xa7pWRuWWUiB2DDk8aXRxponmXZ3t7e97///a5kxKEKwJ8ADFpy+XauCvSXRdKBQ/Drpiw3an1kdxqNK4d1iFQAD7JaS45ltVpBpvGCx8fHEBjz+dzPjGWFsvzlL3/JABF8UaSG7Foi+IA3SBEAMIaMG2XPBtFHEAxq5fhCTgZB4NkU3Cu3FCeSRbKNjyWUixeqJH7uvY4kh1EURXJ/f7+3twchzaV/enpCVRNeIpc8FgWGsTRA2RLcWfsKxqpq6raUa4l+iCb5ZICQ4UQj0TjOFrG48UMq8Y9A3YNuPWmaBmKqVBsRv9LVFJZQ01d7vR65w7WGUpmrSTUAs9YwokLj1HPNjzFWKVsNeLkko/kE6lhBIJmass39Pzw8eLgnzoQvOjk5IadBLUC7IwS/718MNUmkbvXleHfMEwRB4FGFsRRKjBAcIvPYVDhT1s44VzwMkWu/3396erq5uaETkPXpawIS0w8q1RphpBDvZ+v5up2dnePj488//3w4HH748IGbiVcMgoDWez4Hq4fZAj5x7s2/YT05b7XGP9eSaIhU+ZxqJCEP3G2N5Kmk2fgdKWcKj4pOaCboWAs6sGcerRqpfeTk5OTx8fHNmzeMhi2KgpchlU0syzmAwMaEkNYtpAllyL5tqX0440MIiKVEZw8GiW0u1AfMR0G6m/HFknFRV6sVW+hwEEtgIi+WxjIUG2ghCAKmEbsPzq4mVLNBokZNkGuuhhUytU3TEPRzuO1eMKLgYJKAFHhiNbDZtXKUdKs4smpUIxQEAdXzYUtHn1OYKAm6kU5R3ap3Mp9G+oWnQoqCeBoPQ/gEpMSRhupTgcx5enrKsoz0Gc6NXXCtDmbRAHI0Gr18+XKz2Xz48AHLwqMa4uOjtmrKKaTslEoPuJAAMFgj0qDIVA3iNrLEh4Eaj/DDpSr/2OUoipLVavX111/zfbu7u6enp0BkvHkmJYyoVaLsc0Ao/NVXXz08PLx48WJ3d3d/fz9NUwgZEpYYfnBUO9vq9I2DQt4qUC/LVpMkjR8QrwaGEWnZ1RAzVL86Ka0raf+41eEQqjW2aQ3iDtRUFWkkaKnpq7VEP83zhpr7ZAgUawpBqC4CnEOsPAbGZrFYsOt4RX6sUo3GSjpIHH3gjUkCozhgw0bikFwAgiheAbqT9Smk1wK1gmvqqK6JM1EUhfkcTpiTaER9m80Gi1BL9s9UI5cZ2SwzBEsNjicA9VHDEGzVegFaq9SeAWwj5qzUTNxIRQI61eRPGIZryao6sgdwYju4OTj5UFlzOw1qOkHISaNEMVZ5Mpl88sknDKZ2NQtRBc6dCDVQEoSDslqtzs/P7+7ukJiNWqpsRjWlan4ODw+bpjk/P4fOM5hjV0JlQwkwkiRZaeZCqhoy3r+UeJi5oFIVDXAIHIJer4fMNVbK2d+0JaBXq/I50IRd+wRfrVpdBwbWg8GAVHyuBlYXQQXKlJUq+UySZDabEc8RwmbSbS1U0F+qb6NSNavtnGurvJjcBzMevh6xKhcx3iQNTBk3Lckg9jdUqxTfTmgYSYiqqz8QmhyDULWJ0HelZoxXKj4lPsEJWy0dFLezs/Py5cuHhwdqgRqlvahyg0ggbG3UDhW0SjixNb6N7Xivo4ZSaJVa+kVsGQlZygRZasrCk5/97Gfk5CONHyNp9fDwcHZ2Np/PzZ7GGhjI73N9MQbwDxxWftj1NqYdOGSbzebu7s7VsLVSuWlrhjMQzceuloBwKRlxY+tEXVTefsxh3Br7Y6aokMqxmbJE7W+hCuB42lBlalDR7KWfhB82f5KoBL9RoVjQ0sekGgIuAVtIpUCmOXPAfVNMfoBYRdGpirfqVovmRv06ODFITyO6rRRnG9XSJlJITlUxVrfk1HFirmNtJJzKu9zf31MQyqPWLQESgxA/HhEFnhDmhyYs82bD4XCxWLDyPtwcaO7PRpIWZvdrDWWLWyqoZWvcCZc8VJkDP9xIc8UcAMxYInlQLnxCxurDhw+1uMWOquqbpplMJoWk4BLp0YWq98I2m4HuadJOewMKCUFWaqSECyolAM9+B+pcaVqc/UY9MaygLxXPEKnVw3yi7SuIttfrlWrX4pQkkgU2Ai41EK0jsQZ+zNjGlRqNkrKsDyjZa2ozb6exaenPEUu4WriQ9HFZlm43C9QyRjEs9pJ7EqvCfqv2jkBFnaH+OAGHOqXPh+G1bbxBQtAq6ctaFeapdE5NJrIIXvaOqpd97kupFbFQ/X4fsArSCNXGTaUZBmU2m23VyJtr1lgh2QvTGObfcUdtNsIsRajkrgEt+M12hG0iOOE81MqNJKPR6Pr6ulK1FnXIbFUudUQ2LMuyo6OjbrcLfj04OLCB73a7nAOXjnH4WEFgIsyxk6OBui5wF2vNYvH5DpUYjzWgvFJrS9sS2L0E+hNJeRzgiOFfLBZgUB8Ck0X2NphbfgDmip0GVZeqyzeBiDWFiMCGJRK2999zDqhkLlUqx63jObfqqwQk9Hq9g4MDgjGCHAooqK+OJYFBGQVGndeBJC01wgfIZIcQStrEmJg/gfK4qWRlIYuxLIjGNiraxZZ1VLkNHDXvxDUuJZ7Ad61WK+qCaSXHqJFoanOMFLAkKkakfvtJqrJOTTbKmk0mE/DkfD4HpDgLbkjWkbIbORlvYqQJytylhKkWbQk+jgLkJpF+qJFh0+l0d3d3K+kYsNfe3l6sHkVqNoiBeJlAA11wOoFSrbW6Lh3rJNIu/VuWfqsJuw5hiYxrDbT0JiWq6eCG8CJYLA7HVqNtjRTJ0bRPQEfzPe2O+cPJC9QtWan2HdiTqmHapbaNer4wEGyPDbmLk1PVGLNbDO2j2CRNU8x5qj+lprkYjP2tbDEPjPXhMSCRXL9Uq+k+1WhhEyMO4hvVlWyl9BEqpRhq0nCjzIlLRDtqXnOpZptY8znmrNMaf39/T84YSwGYRBC/LEvqMu09YM+n0+nLly9/+MMf9vt9RrxNJhOsFetfSx2DYKYRE1qLMib6n06n6DongH4k/G9vb9+9e4eQge89zpqXRy4ziiI6Ynncy8vLWLoAW3XfVip5d8AE5ABSpyqmNfQ0BRRphCC8UC0ZGeP+Ws1rvI8jTlYcfwc9BYRIpWCDi6/Uh4AlC6QqRXI+agkqEuqgEeKyckinnqT2Kk0RBqe1jxR/k2p8w2Aw2N/fx8wDHfl1GOdITSoIgjv6nE6nqSTg19KAAHpxJaAyaDlar9e3t7ek26hMsRP28a016dBYN2lJaUTKlUbKPTvwC1XZVkkWu5IQp7MoYONM2rLQFfBO7mbGFhAX+diEkmoNlOEpNakyUnI3kp4pgzxQDwmCgOb6JEkoWCLeTTQRsJEyKYVYs9mMmpS15H+SpmmOjo6wN09PT8+fP/+Lv/iLjx8/LhYLPjdS4+lms/npT396eXnJ4BO+GGhhNgZOA8tqToPyTKJADqvHXdUqxnaUGavKxdQEBzRtdT+QBmcPQCM+FvZ0scqGXRjctNKfkRo42uGmb1Ge55gHVpDaRs4fh9t+rPzVcWaNJKYjKYGSP+lqlmMYhjCzRtiFRE06Umm3exwMBkiDAJAala90JSIPqUBCCggBnY20iWurbP456HFLEpRjB7NcKxNnzOnw0dIPHlTONXP8FqiBztAU6Ejx4mKxCMQRAdW2El/DZ5Ya51poGgjhVqZpp+BA+O6rq6vLy0tymjD9TslRiEooxbOB9CoNmyEyjDSgZDAYJKenp1dXV0dHR5999hkVznEcTyaT6+trrEgjmVUA9+XlJTrm7rpnTRmn1dVAFMxkR61kYJhM03nbgREuO5B6PX+49JwqDj2LO51OaXkB+ptTgusIlAYKNL6lag1nd8lde2t9Twq12DrmazNFbVaRtAa33R/L+PKOVIMwycQhQGHuJ8aJvDtUHcuYSH7L0TyNs1zRjuQnQlV3mVurNEUTwNPRZN+9vb3xeEzxPeXNoZSf23eMDbq9vW2aZnd39/DwkLdjSYGL5LbQFKo1AzzUiNKNpKoxXnhOah+wqqVGbmKebekg402yGYAZSXpDCe6xUx8+fHj//n2g7niepFaqgfXPsgwuxHUidV33+30rXbuiNo7jBJ97c3OzXq9PTk6Oj49/8zd/87d+67e+/PLLn/70p1SBPzw8jEYjfBmNKaUKU4E3btj57lYlSdKa7dPpdHZ3d29ubrj9dauHnZ905gXfZ68NJsEhlGo7pGy9kODPcrl8//79+/fvc7V0Buo0rzVBw3FFobaP9i2ypdlotnit0RjgEM5fqfFVWZbd3d1xpXlx33ysUaCe6VotranKhn3BAAPGezc3N9hpTg/faOPqh4/jmCF8PY3hIaVgLIdjxKzUqu3xnXfegLodWi84duwC5ZylxBS48Px6JS2wlTQTuN51XRMtsDixxptGqmDdqJOJn5lMJhxWSgNrSQ85QMI4simhclh4p4765RPN0cE2JZpFbXqt/jvtStCAiPjygmxZ8vz5c+SKyN0+PT1dXV3xBJ9//vnR0dHFxcX79+8vLi7Oz88TzWwsJAnIB7HBRvCw9TyB02Fg7qIonI3ieMUSTOZEBupHIYAzm94ofwyCpD6CRXn9+nW/37+4uLAgqV8+ltpZLb1om5Y0TU0Gh6q0q9VNn6gvIpfci8nHgQZJlEoAGV1Urf4B0jqQxXZNBEKgYQ4Q1z4Uoc4ZZSkatXeYnUwljVGpgiCVUjyfgKo4gJ7kIIyNaV9a+QgbcOAYUTxDpKGR3GoKWPiZsiyx1rAunF0Og81NrUpSim0J0thriEgr3BCMssIE+oEKcmvVd+F1Y/VJpxrJXEpSwPRurflaXE6HVaS6MTpBEOQa7taRusfDw0MShiE2Fac/n8/Pzs58q5IkOTg4YL3Ozs6YUBJL7JIU+na7BXVxBzKpZxatKbAOQAtVB1VSfk0lChupkimUJBi8mOuKOW2eyOSUKkU1+/v7jZSW7U8MHLdS0QqUcDByMOqoNTYLvAeCN+1TSMOes8K9yiRox95jqt0FWqsk3V6YvAq3gv0zItqo99egn2Uhx+yIBS9ncoZPCIIA6MJJwgZVUtrCyW8125jH5skD9eNyyvlJEwYc5SAIqHrEsQDZiT1c6sOas8JgDNMhHSks1epZw8zTbYJIaCN1JiwLRgeozAdyV6HI7BVjacU2Si5xxoiRvP69Xg/drjRNV6sVkVWe56SiE2AGphqgxtEnqKWRNwzD6XTa6XR2dnbAi2aRN+rhwmRimD0GuFJRByYtDENeqdSU30pDjxO1LNQtnUMnegF2XCpYRUpTK9WKcdYnkwl4l29p1AOZqoGwVllbKalxeHpehxvl7+XzA82ONiHGmnakWeQgwUG8rTUmHwuCi8d75HkOmGyb/K0U6gPVLGHzOKlQt2EYElWbY+Vkh2FofQBuddZqIOba1HXN0AY4HBM7lKayzjQ5NSoY5nMyyVQ5NMJxdSQV3pPinR0UX1qpxCtQGxdbwGpzZ7Cw+C6SRYW0BfCicauaFacaa8I0gAcUbW7KEiHE6Ngj3oKrTrEqa9XpdBLgxFatJJi3MAzhQNhy/pvdwidy9XG1Ljpgm6ELSNr5Ebn3tbj/QEOwbe9xT21OppIkW0eFmY0UByBhqV5k8gD5h1LNmdTxRqpzxoOXKnKONOMoUjXLSsNVK8lx+ncjFVTXykHa8GO3eF8DnlriACwj4B7+CuPKwaJeGv8O6cRGcljhPUBreavRx0QtbHqhqqFQkoAdtZWawbNDcCkY/jCQGAy3DkvEV7CM4/GYekzstCv4I41Oi9QXX6tT2VWJhsSlWiOCVnEruDSUvq/je7CcsVBVVQzS5XZxtRoVHUWqzVlrTGqjTm68U6m2YDvzNE0RiDdGLYoiYZ5mlmUuZ4Xyo/wjkbgVGI74j36lUEVaHely+YFCSWl3Oh1aQjEhBG0b9d1je4yUHPSEqucu1WWCPej1euAc1iVUL8F2ux0MBsvlEhYcnGNu3qxoOzPSqJuew+qeY6PD+lfVRcHHLhDCNOD6ApWNJBKg7vV6vDtfvZYkf6Qp7SAN25Q4jpmMZktG8hJZ4pubG6AgWMLCeK9evWL1cP2QKkEQ3N3doWLLG2FxaqlFkEmolDsn4oTr6/f7s9lsPB4znYTZbXyCtdQ5dv4EZz8cDiUaolFV1Wg0evXqFe0ElnDDPMObGc3XakllnZ1z5GTj4pwTsJ8hdMaaNK0/gGSTK6Fy0rXq53AIALYEpqyWkGot1TuoIv4Sf0pvXhzHxAztT8/znJ4GSIyiKG5ubsCCGELOPfAD1OssWy0FdtfoeXEdifJb3GAjThd5c+VsSxLJtzQaIQOGceDYqFORxyulut4OBthIM6SFpB8IpjFIZVlCLEAOgvH4k6giENOYJAkhoCMwFqTQcEv/Cl+daXQSsJOHzPN8OBy+efOGmvNAqhMm4zlDvF2apmTcbDW30lwheuH5OW2kQaHaTNZBcW5/dYwplLRTqga0WK61pA4Hg8Hu7u6rV6/29vaYGEQ3LDYUVNlIWg8v6vJeyhZqTXcF1OFnjKwMSsHq9gONSjBc6Y0j4pn5EMfZmboREnpZ4LaIJzabDcbMHE70d/50u93JZMLtxB27qrGSankbCKYSl8YVlqq5yCR3+qShLzx0oYFC3W53JaU03o0+TJNrrGaapru7u8R5kRK6oYRRSZ8Vqmw1xLLpin5V6KaRhlSpVtROa+Id289p7kiyygCMS0L6zKHRzc3NdDrd29s7PDyM45jCJKBFpRIP4rP9/f1K9V7GwR0JSUDbe0mZK3x/f49bRmqK07y3t1eWJa2VwE70bEr9aZRZi9XPwCLMZjOCCseyqUrHnQOOomh3d5deeM9d7qgXggwS85EgTojE8AZQF7X+YHRcoO/wtFFFeiS6nGPDc+IJARErzbgAOtJR0G6+4/S7+sM8flmWyVdffcWo11oVYyYEQxUJb9WZTp8Xv4+dAIS0dfwa1X6GSjqarOBcchArDSH23/MVhYpJYxW9sF5EMExzyNXitFwuqQ/h63q9HjE6Tonm6yiKyEeaOjDH0qjgz4iZ5w+lepBISBBzAL7EL7evsQEoTqluNamRF3t4eLi7u7u5ubm6unr37l2bOyIS4CxuW7IoTml1Jd3H8cVOc2qpJ3t4eLi6urLZztRy5GbFUOkz8IaRmLlXrhNe1FEZUY1rWnE4uFMnH8qy5J48aSqm8WFRFFzySMXt+AcOpZObfAgNnFvNCgBGxhJMcBo0VpG52XO/S0ciKLGKfO2KuxJMzzT2PJL81Gq1SqBQmqYZj8fT6RTwEEj6HSPXlVKFMXquWfW1arW5o5hJLgnHxeDPXDgPBAZN1KOYtfoAHbCbQygk/Q6+JMYF3/MkRJlc7kbCPokUASqVuHEHSsmroDTBhSS6haXhXfxRNkWFRq20LwBetdRsPzNUrCGPjYFknHrZ0kNvx0tZlgE77+7u2DzgNevWlYpo3JpzM5/P0d1HeTJRz2SlQYB1XVMcAUEeqOGBDwnVe1Rp2HPUKnTtarCN8w/g2+VyidAQ+UQvgi2FjxcUOYc7EscNkmkbeBtQzH/a0gTJ1WmEAkOsBqZCzZ+lRNJjSXeWLZWq4XA4m80AMo1K7ky10Wn9nYMmzILHoBidSwYzxbHu9Xr8DkenVN4kV4Os6f9Y8nqAzkCFIjw354NQGC9RaLpyqJJJ1iVUsxIHpZCglyNpzG3TyjhyV40ZnPzHrnS7XVL3oTL5XKqqJRIWauRErbrCVBKFpaaZ4yGdWAhbojRFUVxfX/elwL7dbolNazVGdzod4kvWPJOISy5xq+FwiDeAfY+keEVGEmNRqiSJQIv6wkRN6M7skoPnBBClAEKwC3hIVgxPax+StP4wAYhTa+HunoYxhxrWzR0Ap0H82zPwgfxwrEpH9hc7y6ab4TFgNpDGpJoLsQs189PV3CrOAzlWOr3IohpKdKTfyMH4Ts6gUcFQrfHLeZ5zJSgLQdmLmAmmiOi5VI880Q/HlMeiWDxJkrXELqMoStOULuxQFepxq2nDUXUgwUeHlVErTcbjYdLwFXlL2pYkXaFBfZifRE3iXE6GXDiZZZKEEMKOwr/LEtlcxRoqk2lUSSVR26IoqDfk56HnncxeLBaFpN6p9AxbulpcRfgfp1FDVci4UjqQvrTJwUACoKVagkLpR3CSepIFz/O81+sx5z2SsnnYytNjEEFWWZZNp1NYDRhYHhISdrlcYk0jSYvyANBxidoMYCkSqcdhUxxdeJFZ0o7mspH54k8Yhgi4l0oC1iqajFqT6EOJtXDZhsMhA72NGuwoAM9U+H2nfwQH6jfBktERYuSUq6gYqwl+uLy8JHnh0wNx1mh4Je+AwW5aE6eBsLUGF9fKf9Wt2dSVSqy66pe9u7sDDGDVatULYfxgovCkJPU44hSchWFIWAZ5Z8zg+JgbmKpsfav6FthGfiYUXdNIaq9pzZQGOURqqDVcqVT+EKuuDgKKGl1OM7RGJMbaXG1Zlg8PD6mmYySSrOpo0AtYIm41rOaaZpAoy2tgMBgMPv/887Isr6+vUftZLBYAhtFotFwusXSVsshcFdoaET0IgoB6TEM1D/lCv6hQVU+o8r5aQhuOjiqNveAMtPPWgaa0sKqRNHxYRnCyV4y0F1nORGmyoFWYbfrLhTCOp9niZC2VMoxTLR2VVFI8TdPMZjM8Gi1ChXQzKYHEInL5SoldBioRCYIABjDSVIJc0762Gu2WSM4XB2eQx0nylcCisKxGDhwsdghjg5EA+1KVad7TMRkoAuppo1E8Dmdr5eQjNeli7H0oQxXW82PAj1gjxrCmtaon2vEctRWc2jzPKdWs1V+bSrU407CWWgKpXCSu8Ww262jKdKAeVMd/TDck82WFTR7j2bNnr169ms1my+VyNBpNJpPd3d3b21s2heoMSzYRvOEWbm5u0jQdj8cfP34siuLq6or6gHZ+kFx1RzOmqqrixW2koRZZYe8j54T4p1a1/FrCTVQ08GOp/jgGS9MUpZym1bNqdh5qDk8Cki8lO0sQG8fxbDb7TtmmUutDoe4tn1r+1XWRZppDCZBgMADZXGiT4hhLFxrxaWWrBYmld2I1CALuHkaukuwjZj5QATPriNaDU3Jt0x6K/expOhCVJxh1DINtTKPeQnMjdWveSaRuWru1TFrhXm4Yp0j1S7gmhy7UrHe7XY4jiwlRTaDsiLB927etyQChGrIIkS8vL3d2dmazGSCKa2OtJEc1LBfFMzAt+LrDw0OwWaUGyE1r3jpcE/XeTv2W6i54eHgwHO9pcLp/nToxg59UbcqVxjwb3GP7C3VQuSw3Vi39/v7+4eFhR2N7HGQ3rQy08QJOvqoqKCmONPFhpGlloeZFEAFWyk8ndas5AwatFn/PlcUUUVeIl+GJ8QbW/QukgkTUH6o4NlSKhM/vdruowJYSwOFixC0x3aylnBOrmoUrQetGJNFJAh0qyeg5slUm2i5bcnGsSKV5651fFYcrVSVfi8sPNX7PDiRSIqZW2Rz2LJdAfKXyO1Y5bA2XjzUddSstN/weIWalvDJ74avI2lJ02EgSYrvdwqavVqvd3d2oVZSPSeLrXGplRggQeHp6Op1OKXlYqxWbV4CIxE651ZCuxVhT4QisqdBkjyx05xXgFNkLmT5uWvlv9p3LCaHkeIYRT6X0CmIph0MkkGg3f4otdkrHhpJtwpsR7uMQ2HE+OUmS5O3bt9xCU0WBBm8FktFDK46WF2M7DhB3xj3vWOuO2kPbJ6NUERgwN5K4AOePH8AkOHVA+GV30ebyK4mfEddjJLgA21atNX8KFaP3NN8XTuD6+hoGvVYR21oiTd4b3rrTGlUbqZ8Ipxeoi4ULj9mDMIjVFFupqI7/cOSNq0xVkNOuXHBgw9Y6QWEYgD2mtrmjAXUY17IsmZBACNSodL79k3lLg4NkMNBosVhsNfPd/KnjVEgqkzBER7bNgfpXKpVaALhBiRyMRNI1K4mEE9SVUsAFxVE/wpENJORISaUvQ5qm2Dj6otoEUdOqfuUwJBorChzAuJdlmZBKrCR4NJvN0jSFaN/d3QVVUyPNQdmqngeKwN0JW0074xZhWvjjnI4z3h1p0wLvtupD5SjzcP1+376FClDsRKDmOt8K54O9oKbwCpV2Bq0sBI1I9/f3gfQAOdmdTofcNugoUvI/ljB3pVI52BWsci1NVkyvI2lcKJva1eSoQCWTHP1C7bAufw8l/xS0RDxDCWTYuleqS+1qvEWkvm/cHac5DENwF2Yo1sAR8jNbtfPjV2ez2Xq9Ho1GdEdhEUhOg51KtQQRxBNo+vAQYXOUqeCqW1PvIxUXVurJNv0YtQS3M8kOsKSFRhg2Gs/ukiqiXmJr1oGbT16I3cek8o1EXxu1yPnBkq+//jpSmhZVI1u129tbSOLZbBbHMaRQURQeQJRLuxRSiZNRayJvoHruSuO5zaY7k29GpVJxGxF9qQ7/uqVFZeiGPQDV7OzsAEnb0BNoSOfxVkO22QY0vDAh4/GYMVDkv5vWmK1EBUW1NAVqCbSwsmlLragW35oog8u782zQ4SbTaskT+F6xCGupckStkTAOE6NWC3WkGmkuGIV3qZTFsBdFUZj+KtUe5KUGyXB6eq35qru7u3t7e2/evCFkoqWmaRpgJz4Zv03WjPxdoSE3PQ1XNehKNb4lbGmW+D5g1B2zxq0ubcBFLqV1FpnJlmEYcoK3Gulph9aRGKNZpo6acinL5b0cAGRZlrCgbDPLRNajVsk1e19qpgjLYc6RmXnezkZ1BJGmGdeSOMcwwEYZG+StsR9G+TYDQOTpdEquh8uWSuoZ9+dJNlu1gNkXYRL6mmQDFUsYh1OmrIiHgbdpz25KJTsF2gZSN60x7l7lUB1Vjcb4OVXpoo+iKLqSy+YymLBnoXJp4HSkC1aqaaHTkjgP1QnFarOqhVrzSonO8y1RK+fKw0NTsil4VH4e3JW3RKYG0gPfSmknatVZUE3JBaOTpB0cHxwcjEYjGA63sIStMY9tGs2XwWVqBhSOfbm0of7wbKyA3abpDU483p6yP2q5GXPBu3ekD5Ag7cudcy1HOxr2C8RxDHIgkVmqSZffIh1IJVbUqiq10a3UmW9b7jLdpDVmD5MDzbLZbPb29ggYvNPA03b1L7VTjqR5GFigWJU/RKKQtvSY9jQrgNCcqJSU30aagX6SvKXm26g5k5xXIl0Wh7nUrsAXRRKcNHYPW/2H+NWtikZ9+h2sVyprYUfMt+J5IinV8RiJWsPYMma+cxpCVXDwM5xLl15ihjgJpUpr2hwA1Ap2JJQ2MFxNt9t9fHyMNZSWJ5nNZvf391dXV/Rp5JJ2C1W8YHsaqSeOuk6wGZsIjAxbCUfOAMEnQLdW05Wzn4W6UzjPHXXqVKqnisTyg1ySzWaDszbAskOHU3cUiy30la1a1WyGvOD7VLVTW7XLFC1ZHof2gYoIypbivttleERYbRYuVg8hD2De4/DwENLaWMUJDZwvVoftwecmaqULJA8YSoGL5XPUVUgKzn4jlJhm3ZoBYXthpJurxcceOVA3Zq7phRzxWFOQQwldsapeNGNC8lwdiUSkElxK1d/caEwT4JNRDySMInUd8Y7EA7i7RmNNdnd3/5b15c4wd77t5+u6xqASRAHQud5OjFCrR7zO/87nc/SajIIyNbOD8omVebVSQ8q4GxgUYhX62m5ubgwaATaptIBwFJy9Uh2LqSqa0jQ1bfide2U+AskjOu6wXpwhAKUJYwBZR+XgNorYsEQtEfAtTj1UrXpAG7BOS7+yI03SUtpyscb6eelT9dre398To8cq5YUIpyKDBLh9q/cMR1dJuqfRQDWf/o5kh0vVmcB3eSYNKALhfPNFXodarfeBkkEGY6xbTzKMJk8i1fraKQf6A4VlS5RILnOrFDWGfK1BWnwy7IVr3bi9tHbYdvDMOzs75NdKSR1v1OYbtMaMhtLCIHZieam1xmBxpiMNHQSpcxj4TDAzgmtWUIxa7do8f1d6UMbSUCnUQfD8/vmVpg3ZmThDZYcTKRkfa0Iu4QTV2t+91Hw+dzyeJAlPeXh4SEkW94yy9VzybFCwSasiwKVpe3t7zJBidgaosZBcR6CG8UrytLV6zG2PQ1UjWnfIgCQSW1pp6E2t4oKNJNP4RkZ72CAtl0smS/c1b2erSs9YLbxYOKxaosw0iRV2a2dnh7QoBWr2k6ES/mAkfrgRIxkq9cNZ5FjAWbmsJVI7BNAulfhXILlIA2gX3vjh8bf21aY+yHBxqRplIXd2dmJVtVDP488MJZbmGNQsRaIZRNwirmWowcAUaW4lh1wUBdPOuVSBMonECfmvilVVLYnFWnrONmoknejMtAIxtz0Mw47aGOH44fFcA4Lr4KNYmSzL9vf3AVHW/+p2u99pU+JA8WVPT0+LxYJpDjwHCkegDm4FS8wyYXrBr0ggVZJs5w2n02muP/wToZKdCWbPsJiD5bNoFs9Gl8NESI3jS9S6yXOWZcm6+F6x8YjYgadhu7MsYzAb5i0Q5UzMkKl9KZQUu1M/YRhuJGdAYQUPCXSJlI5JNF3BPwBXCBhzME1gZxo7Vi8EnsSJgkhtXF0NksG/s7BYX6xYKM43kcAOZwXXmqh3uVHGI2oNQElb3T8QAzSXuBubKppYSdK6lbPHcoUqDg01jThVGSbSNYmSvt41CA+SlSZz2QJAMvy9682a1sgzg8z/X2fvEupZdpb/r7X23t/vqapTdc6pS6e6Q7pJ7M5AwYFRJANpcCA0oqKokWSQgREvkSCiokQUBGNGSsSJPVAUJIiORMciqFFBvEVsUCGELrvreup6LnvvtdZ/8KnnyXtO/Ub/76j71Dn7u/faa72X533e57VYwTRNV65cwbKQwFSVGsl2SHhaayN4FgjUzs4O0D5mb5bEALsK3sXJyQmtt4uGWrJSjvWbUG1ulF1y6dKlvb093CUOqJwta2c1fQ5Bqo2YwbgB5tNVz6IuaQfxcaOT5nLZJp7MRmqYRma6GtuPJSGIxeXB0cKgI7a1BhuKw2/sz4k7Bo/z4+AeOzdK3w6WCz905tPFo24aUm3bXyVU2DSfhj1hR+E01zsMr2JU96JmtgLtc95AMymA9NDNjB1cluXhw4fsG3Y5hHmKU3jsZVmwryXIohBAmjTAreIGKcfSwATEmaTKyrdgF7rm3uHGUcRBWREPj5egkuVz4nCRWICHPZbGgksHx2qfp9JcSuG5RuMbjMs8Pj6mjYBQHgOfxRaGPcZ6WdZvnmc4VVnNqf6yjZSTvdYsopHQRTOxR5XTvTMIUpuYj2SQRR1GLF8STD6oCuusDtuZpbCH2wEbWSTJyEZ3Jc6oEQtHzMbKYH7cncSrxRIfHx/DqcSoJIn1OlxxdAco5M3hk+Cwld3MhigiaDiat/12HRfjcvXq1UFUPALxSD3ommzAvdErzJI6jW4iUDnINpB6qnHIUDCIgiZRr7v4m1U6QjQVcec0OgJh45emoJTsKgQrBp9qd3cXHoQZZX40vF8K42V5C4uEIvnJ7u7uPM9EXBwJkwOw79CQnpfMqKVndW+M48gIlqo2M+PTHEHwbJdRUkroyB5rFGtWQ12WwviqSdQ+S6PEMwhFXOcfz058WYNaxKLxaawakJyPWYyziVCbekBBFXiphNr7+/tXr14lmrSJ7WEsD/EulMkiyZpZjF9XALjPSYOMfPAG1f44IUkUmiKFFTZWC/UaA8rOHPzpEmtxmIHBJq4AtCDSOFbvm8kFx5pygCZXe4F2CqJdNNHVcKrNVgqCJfQrw8Bjg+LPB7XLOXEyQMf5WSUhTETg7CUadepR169fh/9iQ7MjfR02fRegjAvaSj3AxbIimfhZUk6YSORK2d60K8AUHl1tHsQ7II4HILtw4YK7gTC9hFmEJZQFTiTUPKjRrkjIyWig47BRs3pqrRRKHMYAKVTRFoDGk+glOEpP4KEzHYjGSRhPMarTarPZcIcx2eIk4C5drne4b9zDEEeV7MKoUUhZzDzbZiL4Ksy+ith4DrddwrSo6Oh4wKLOG1IU/nuQShK/wCaLQE3XJAhzvBdpMU2at0mKXKRts7+/vyNJehs1MkWOCmF0FRIKvPHqq6++8cYbtF+z2iysix6r+ry6WlIB62wayAlBUHgcWuQIVyaJzPI6uIH33nvPdj2rKYrTNUmxxvvKGX8Vr6xq5BmrfefOHXuVD3zgA5cuXbp+/fpzkMEvhgy1aoAPmROBPgGJa3vGSVmjUZrj7DyKTRt16AzqVeWyjj145kEEu6x2xCnMkyQVyRrNYN6vbVUV9cqIUAojEpZlgZDsk0PqiYsHXrDdWoKS2SAiagmDPgHXo0VPUrbhNTc1UnIAkuoMk1iGSWJSzsyMhBoJcMhhbMfVcTY9MA4OKocx0Qb0euBXF2koVKnJe7wDa4UJ4031oEI5qvnm+Pj49u3bdsuMnWWzEnGR+MEknaXZ1sSHA/2Evg624QwKc84a+o1z/8QU5tI6pjgV0dDVGHKAIigcnI28yEcUX42yP9E7t/0NAgY22HGhzxAxDAE3cKzRA+D2JhkM3BNZDjdhC0coQky1rqv15pkuA+WQ25jD0DHHQnzRoMYxFp38OIt72KVUQ1JLKryKlB8TRO9RTosBeMKGRa1hpG5OaZywslmnQJslYSBZXDUFZ5LmKaAn59wHm5TUt+SAx1ZtVHdyCnNZsmQOVrE7F02QTxKlKuow5pUDhvgK7BLfcCmFZMM1ctYf4PzKlSu8x2fPnj148ODu3btFYkE8e1bfRVG3pOHEq1ev+pj59wkrcL9dzQ9ZbXc8jhPCCxcuQLc5OjrC/k6qjmWpH3hn2+WuoX+gtcY+IWLPkquotbqLbVwlzJSlFGI/zk/scDn63sSz+oBt5vmrqsLNLJVqEDqorYPG+rGrOMdFIziLWiXwIYaN+WVK9/SGQs5xfD/Psztpqj58i60RxtUGPkYdGFRnjZO64YCWB2mieB1WUXfwHhuNMhhFhtuqa8lVKgNc0XFV9WHnwA3B6EzqQcsSHCjqgHMc3Hsn1ZumCYq8eRCOjJ1jYKHY6xQ9LbUA3T2GZ07ZyYU4veM4Ih3XNLaHMDVrnCER8tWrV2/evEnLQUoJZUXrrK1B26aIEg+6gOc51RBvPCGL4LQBjJXMoUvVhjwNx74GyQ9W1YIXfJ1NIZthJMLZBHXvRYxfe5kII1Apiw5uq3kExjGYgjprbGARtS5JqtYp3RAmHxYJWbKO+/v7rh6wQE18TELVrJ4bjLcrAFzc1wf2cfWaLdt7p8uEc8ITnYQOLFwWcMSJpsEZXDI0ickHFsuSmzTAxfYl/CDFsuuPvpvAktM+SbuzaxJ119DSIfQGraKjOrXAKBCKRBCihnFDk3oVuDHSTWarkFGQtZNx8tSurxM22IUu6hBaNYxsf38ff459bRJyy5oG6/XnwQ1Sc4YHCW+dBFnPSfLAV69ehY5B/c6g4kYCm6tU7nwyHc5sNIPVjC/yYBZ5dFRNydYojSPCVdJoW4nZ2wqu4tlSbeWtOGFvmpljg8rTOizeSo0DT22ncSLNwHa2L5aHWTQFkdU3VpAk5eCzOmskntG9KlVk7EGTpN4kho8fx984TZPjn7iaWbPsTzT8ZlBnwjPpEldxvIvKTGxHmBRODQeJ+O1IXHZQ6cP5tHfhKIkKW8os+HIjNmUWj61Jj7a1tpV4ySoxr1lTjXGnjmccaoIKcqQJougx6BpYzdryfj1pBYlpD4aypSeTnKVPY5vCN/qNkyVz9gCm9vb2iN3dxpUDj6uKNRhrLydSNBylRkGLLwfejeAjG30W69Dbgj928JBFQ4igexGZkeVjc3RVavBTJ5rRy3WwGSVoBRMP4Kk3an4tah1sYjp48xlWW0R3o3y4IymKLNiYw8AZc7s3ge8sseUdTYiAEeieCZuuphYwKJNbyROQKxslzBpkwr53hJrF2MG38PtJnaxNmB2Ovois70LyEBgs+aycsFN/DPmOplDG878E/v1FjVkw8sZMsSGQtzdSbM+a5TEMA1kffN51Xe/fv19Vc2VQTeTqoijRe9/b27tx48bBwcHjx49v3769ruulS5cYDExbMx4P/KeqDzurVuOwYmdn59q1a/hwCtKu23LqjtWczTlZ1/Xhw4egLOaDudxmV9nVlV9rHYsaFHso1mBjWDtow0dS53TA0EQY5rqcgQuazls1c66Eft8qsf8s/kwWtsU+Mw4dTQJAEDuPKiPkKjwdK7IsCxzxWYKhnB/4SPg+/qq1xuQ5u4XeOz5xDSLv/CF2wXUGHpmajt/BjnQHqpqBkmrbLKOXgp+bhjRpEGCTaojTEmf/4wu9tufCsMuXL9+8edNRaFdFgiPHl8YDVoSfbjYbBuPBi540txMLParngX1T1Aw9iezIS+RgHBwc2PPbHDgKggGwruv777+/iiDE98Ka2YpD6UrLKB3iSf2uKaVjDclM4iDzCHzdqKpR0iRCPJL7cieNo92RxA69gSNeLwsSXkXUSepYHzTP3b7MZiaLyp/FCLL1WoKGghMGTCwvFR/k5MZgeRIpAC/p+ORULQ6DpvEQPeOXybQYZOam5KbZaUmFMFi7JFKIdZ5IoA47EcEE47ZVFSh2mD0JH9t1B+hJROVVfSR+tCR16DEowTSBm0ayudoi0YSNWEAGRreasoNzODg4IE4YNLqc++8iWTia5zh5AxXxZHGhsMSMtNjDsAdOTk4ODw+3GtN9rGmZW1F3CWB49dQ9jzR3kK1C7yVfRHB4pFmA/KvflwE0UrVV00CmMDSbTxFZHbeG7FoR1deL5sB7s9mQoGO7v8GDiIheEc2GKHCz2Vy5cuVYGgFsfRcLq5pBnffgg0oghG0l/bkVq9bwKE52GIZjjTvG+BkCH4LeDmdpo9FuqybNGNUxpeRE0t4sBO+Doh6vHNtgtGSVdJSDNM5eEaqYBUou0sDjNy3tZCTAhqBJi2qaJkQ0DBtUCWh3ka6ThtHXIBFFMAmAQzgUc1AO9p07d/7v//5vHMf9/f29vT0Ali5OfBVnZFGngUuH77//vuubU+DKg36Say4S2OMDE2wrxbhpmpgXSJjQpc+TNDPBSZq9yuHhITpFFGGgALKppkB9q5pw7ud1wNmFfrL4UNROT09v3bqFdwVVn9ST4BX2Sx/H8UhDlMdHjx4NanV1dY0/3moQWFWVZKMpllnUanwxzRBFghMpqI1T5BtEcVsl/cD7Az4rqv8brcviu7LJsMpJuktdndRNsxa9e+7fv080Qiy0Iz1devYODw/v3LkDKcCuc1BFnQdfgnJ1Cf3XEajGjzv/NqEoBwnHuO6cLrsUwgw37HbxoLCUZto4RaaqaIxukZgzfp8/Wdf1wYMH1quyX3VSRN58pBG8xn8xqyCM+ECPwCFlROS5qtgCke7p06f3799flgXwZ29v71Q622wVdz5UjbEaRNZq6lUi4uVZYLCB0qxika1hYh8xEh570KQCAhOgIXzF/v5+VcvEJGqq3wX+jSSYbfP8a3BJTvBH9d1V6SCsmroziKl7LPWOUgq1GAKDJMXmLjLwKEburInzWzUJ8NhAq2OgNF++fPnKlSvgYseaMD6qTmmQi2gEoBd30dXEyO4ZRbvNqpcty3L37t0L0sHMOXORrPZqo/5VXH8DtWbYGwGrtVIb4YfsPFx/VaWTPA/ztmoILpYvh9ZYuz7Snio6J3uFWHkbRjN5WpYzB87qoHJblX4ouwfWEKuXVKve2dmhLmvt11FS70PQW15VCbWNbyLPdQ2UmOfZmh1jKAplCRpgrVlbxwKnp6dIEhrd8qDLoqaLQc1SG3Eik9T17t+///7771dRs7hnKxFtt9v9/X3uapJazMOHDzFYbK3nJoRXmMUhs/FbRfQ3f6sE9cymmaSD2iyagEv+ik1/LCmUWWNahrMsA9L5JN4VT8u+WdTTOM8z+NoqefFBRIMiAHgrAUqOOIjHRo3ORVyanLPVfthDlmv2mAb+3B6AP8SEG9oq6jjjoDqvHdQlF+P7LkCWfyW6dcIzSti5abYxRprfj9SdI435wKY6m2eDAkUQJTqKi4I8RY2RxiSKZI620uExKnD37t1ZjXvklKOUZVmufBYb5aG8LGx04AcCHoaOwfrMmnjJKR3FqTYZzm4TG2R+l2GxVY2djjhGKSmllF566aUbN254VMzh4eGtW7fQVRikGlZrHamhjhoPYRQIOzqE0Vr2cUmSDVn9l6vK3RuJghAoEx64NlmE2iapjzR1hIEsuSLmrxvUxGjoyiuLzeu9QwamoMPmSJovRE2NCOFI83q72k+LRFPwclh9l2P5Ndrc8LacSRIYYFPnkWQCTcKGuJSsWkFWZb2oJtil683KdFWsBikR2dEX1RCK+uvdI9FUkcWr2Gnb5+BIIerRup7V2O0YuqpyxHZ0KeNE4lMUGQfR8uJxXcU7sGX0DsGQ70i6z+r+PAihSxfvaNRsC7zcRt0dzvGehdnSo9qVpmk6DbMVMRlbCREsy8Jk66oOOPIxonRCoNHYXBVLtqrt1UBnC72tXT3aQA2GTfgF7/JBsgVZWucYVG6Ru+cbTyTfZxahY4CYlsyaasGJyuK0ObA2AgP61tU/XgJ3pYlkQvMEJu3o6AjFGLYOr60Jk96RxpbjQwMpPVBZVn2SSBa43VndUlmkfEcOfGNXp3ILk1VPpVNrFsAiGSX3HjU1ZK4akGhYokpS20aNOznSYB6DcrbTTUJUbG4zVqpownOYScHh98pHNM/RNifWLmurzgd/I/unaNAbG72oyyKJ8W+DxW9mCeMRtzdNBCWVd3u+fSz7ylz9HU1CWDW4OqX0PKbHqLhegH31+5glq0Sswq/NasjIooLykM6hYzLg+hyb3mZ+q6YCNlARcXINAyA43yic8UgnJydwP2yqubFjyYlm9eWcqlWK29tsNgcHBwcHBzApjjXNAc+DJZs1D4qw6unTp6bjGigbxIA31uHgnr/iTrgxs334rOqNrOpewE5jz4B0neIbLhvVxeZdWFRix4mdnp6yRHYspOze9zhzP8gcxLl8ez60vnO26aLxoVOgsdj7kZtOkst1tFlVl4Vr5O3bxGwnNCJInsX5pdq1iFGCLzKaBMBPGsltuHUTMMo1wTt37rDOpn50EeCbmpaOjo5G9qhtgFOWrUaC0u/iGwLEyEHi1BvOr20N7ZTRP2aheD45Bt0xgVTLkwYl+ZoEQkBaNGRim/HXDx8+HMTn8/kuEroz6uyQcZTeCS0dfBdvgt9s+ixqPwdowxEPovF4KZ2EFAk/OUtLgjI30odcxKKxofK0NVYGLgB2mreTVKCMyY9Xr0oBl4B7I9EUAAZO2iBhrCTYdwmjlw17LKp5TaIVcrdEkmDTBg9K0JlLKbnlgy3IYXOzDkmwc1OekX3/+PHjw8NDuwtA0hjl80I3opRjjld1U8Cz7GoQa60dHh7evn37RB3eRcrhHHUCKuPj+caNGzyzbTng0SDOTO/90aNH0FdcvuH1XNBA3FX0TAf6BOi8fhcWFslXDdJvY9PjttiFRP+c2uiX7ND510UVN+fESbMYHM7tSCicqyUN5bXdco1wEi15EcMiXsf2fpYkugMqrhaBqegM8ZkROekCdvh4hRexGLKK61k6Zy30DTseM0RT9UkpQU8wUuy8gt3TpdTQhboOkmAZNcU1a+K8z2eTZmtXVdULzlc4+W6tXblyhUYTWw3OTBV7wie5qotoI8UAzomZeSwsGMCyLJNGr7MrHP1jGZEPBH9777337t27RwyJh+maJ+R4FYyO9/6ceuXzwcdYfhGqvVU7BUvWJF22aPBolmRflsJCFihur81rizG9gQ5nh8ZV2KM+Oax4FR8pqXfEaYwtpR0xiUfW5By/8qyetRwanQlVUQuttT569IgO6aZyeA+aFCkAVqPkYQwspIDtZCkc5kB3YYv4xU+B5sT6x1y/Cz5yRGpjzz440WRlyiBVyONWLUeDyG3DMAC0b8JcI87tuq74+S4SHtYXxzurv4RQ03RLdggIz6SJemSlvCDXE/DM2EojSA6KGG3dg6wydzWr7Z2okjvv6onZ29vjBBIUTNP05MmTBw8esEMoPnBZWvIdlezEMY1Ew7amVZI7tl5NWkCcYJxUV8MRDDAbs2gIu2iJqwQrvYEc/iK2k1I61vBNDBU9R9yJUR1ucgqfKqpjV/nC2Ijj+EFEa2+FeZ7ptLBXZcmIpihSNmnL+JQ6VO3iQvKNxP1FUrVFLHbXYrahFcM5azvbOEa6YtjNtTBXTgbN92QH2DGy2ht1/TnaNE4yBo11yDNFg81BM/1dOFW2pg1c08yUE/W/s0lYAZaOaIdt6mnT7LOueXWlFJO3neyZ2zdpHi4HmyfqkntykknUDro1qAbC3zKsaFYPlnPoLnCWbK1q6gJft9ls8muvvdal25xEaPHRtK1NoTLiCHKR4tUYpH27lC0MlnkT+/petb29PTBKcmufouPjY3f1F+HKU5DKsZn0KW2qlQI0OSp10OwoyI8QQ2GvS5dcHCd8VeXbX2GHuWjOu93aN0i2GmaMC140i45/8ikdpEu3iEM+aSKyyRcbNXDYcFapFEefFsOVjZVftWj2t4SRdmJ2m34KW+ssTvWJpBTBWGqQtYshXApSLkmMD4LkIgCX80BuWYKIwTiOjx8/pr+cm0zSTnbY2QNZ07GGFVbQSOaX2YdFfdjHml9vLjD76jm28dGPfpTYPQb3fgC++FTj8byDN+osMUmOhwdznCQI493J15tiFYM8x7W8uWVZGHeegsRAUoXBgWkS0u/vdSlq0mRC7nmjcVpVxfwUcPdVfe7TNFE0KWLbjhql5mePR4X94cyHL3VgsBE130m5A+4SeB+r+idtd5vYIqOK8T4Y+Grn1i2UYorIvE7kWMxRvOgq8YtFzHMWyjGPTX5WfRe0gz9koBhy8CcStQZFYM81dZ9kMZc2m83u7i4t16wDRcatJoOwTwAqTk9P7969eyoRX1sTrkOqsFU/+qriLEYB9O8cUdQIoT0/Z4/ggjrg8/zntddeI96Fm8olkqqSqxhIk+YWprMZJ6fQyIa3eAu83yI0uqqZpmr8qBGnQUMj2amY7U2QSnbm2gS88FdZlB4zzLrKKzYVTmd5BKOWdrXPAYGcycn8LT0IP6ZQSZhCLZz4p71A2DLw4uyWZXm+7uPoiDZrGPgaWAa+K2pVbJosBl5WY2cS6uAg24k+9SxbTTYNDY2LZAz5lilM+miqdpFBTdOEgnRrjYmRJ1KFsktsopcmSYrgrB4+fDiO48WLF69fv379+nX2Ov4N68u2hsmDwRrOjnZlT8+iQxMnO0YwHJKE2hN8Opy5ePHitWvXUkoQPTjeRGLfIMOxyoA52LMuNQ7eB/vbEgCDUMtBjfqrlD0XCd8SZWYxHSYNPeblscWJwLzPuC0bzhJ6iHZ2dsyRdM2ylLIG/jcvw77SdEinztzqueOXhX0Nw3AhTATElrsFYhKtwwH3IMVJXFPVkEku3jXfd5UUeM4ZyKKIZpsl75PUJEBoER/HaY9PhXPTrNLyIGoWO4b36OOUVXs2jo7hL6rnDNL/slfnxTk6Sik5Fl0lxGRWkoMxG1q7NYd8zGcgzRg0isF8gqOjo7t37x5rVKlx2E1orgIz7cLcTNpnhhAeiYvPUonsvTM8hb3udB/zbRximqbxypUrN2/exHPdv3//zp07kEyIRmBQ+rVxFYMqXdDHpFJaFdgcXb/D62ONv9xotiSmgh3geSQ2mezIrWT0eMhFU8Vt2FZxvksQjiWkyUFxcRgGA8zOhxywNpW97Zp4easatJuqRY56vWtdaOPiTiv5zVEt7c5ebLTyWaBsko6dA1G7RO97x/ogg3zRqh5ZIBR2CZa4hQIL6wNuMUvT4FijHR3+eU3M73CxyGlhEw1sVYNlUtWSvkenFtwM+x5VopQSRg111yMNX+JwJjUwsDd8MNxagNEBlSlCmdNZGk5RZeZEcmxe7RJoc/M8j6enp6+99hqZyrvvvstjcMUqVXu/JAf9Vb3kNjA1tCwljawyDu0YgKXkUb0VqjinPAyPxybDURql5TQnjUpeVZdtqr71UNg3qjgFoZcUZtnaCSyifvhozdLdTuJFFzUGcOY5S4OKg0sgbBIfH2v8x6B+Bkcj/C/LiO1wEFVDuddv1G5nUGERM7SVLppTCDMRV1GIjRMAjdslxpM86LNo2prvjSu0IN3cVbVgfWzyCOjJE4CVee9AQ6iCYpJKKQ8fPvza1772/vvvAxVMIvA5JmwSI+RmTMg1thsxDAwQ8FGtdSPJI5h5OdT1HLc7Axy/+tWvPnny5JVXXtnd3b13796pVNAcmxp/cJnWyGOX8IZzU37oMN3v7FiqgxGwY4kZ9ALQyz3RhMDq03W6DfLLzkqdLYzjCOWQXeXiP2ncql7nnPOpdFZsSqfQh1BrJW8jerZhS2JzEFwda8qB99Yq0R6+dBSvu6iwVTWG2U9tZ8ITeQuOoR/SWEcWfESIwlLEgNMls1W8Zf+hn5TbOw0NN4a5AIWB/OH/LVKMS2EkoVOpLJUhPrYmvKxTCUBghvf29lBT5PZu3br19OnTO3fuUC7gSGRhO1Uz1FypqKG31hEXqGsSEIKlIBWO2VGMzVZND3HWBGCTL+kzBg53CS18VXKCDg+G0DEIiGu8yFbWp22QNIUN+aqBMY5whlDk2mhMRtSW64JTnHU5SBhEfwdwWDVcdlK9trW21QRvCo3Gppw2EYCdhsEKLfAgbCxt0Tnnhk2qpAibRBkmEbCToGhjZY6LvF/9LUmUd75ikt4TX+dI0gnPKHTce2LVGMIaBAcAKkimkSRLQkuKSO9JUsE7Uh73LeH0WBxnmacSEeJ3COunwHWrtV68ePGDH/zg66+/fuXKlcePH7///vt37tzhascSdXUQUUqB1EAaZi/KCrOYGCZMDB6SsGoSfd2BDZ8kYDOJfbyqw8ZY8AgSD0bpElgThjOdlS4bxf0sUi1luyTpmTmYw1HwJEeaMdFDcb6IPQvJgvLTwcHBSy+9NI7j06dPp2l68OABoBXf0oVFgmctGoVwQarwVVpG/gobFbMeBtX4Zo0A5CaRnZnFaE/qRDkNvSlZRClDezsSokvq1UoSNk3SWK9hasaqikoRQlXEHEkB5HZU6TyHnxNXEEvwpo394Vq5B58ZIiKz/N2ey51QeWRPJ8lbnKqfmHNIRMTSwZUgFNnd3a2aRB3zbFMk2WHvvfceHDU2KFufM99EdHV6CRbCpFpGtU7TBMeBO58lAOG34A5Ywp5FXYpbzRSzUePNulqP22ytPQ/vFk1j5g/IrpJ6C2xKY47LK6GZOgWSHJ9JcrO8JN40KVc0/5sw9IE3RM7NTTOlsKuFlyVGhWHU7EROb5NiF6DBsixwqrpQy6TSWxKMe6LZt4sqoCToaIub8DcEsncR829WF4EjY1PZeEMmAM+SLOavZjFDAcF8PsngXRDgDJxI4niS4CT2EkjKkZgRCFzirP4SN4vO83zv3j2eOlKz4HpUsbWr6LqTBoNzJ4T1Duc8Ega3wJ+MIlFnSdxVKdQyQGkjJXR8Pqmdy71QIY6Pj+/fv099umlARkqJOi5LhPbJopr6JD7sPM8WSbCBq0HwtEt1eNHgTbbTaDq1g/4a9EQdZNvSO3xMYlyRspgJbBfMa3MaN6jy5dPvMK6q34WzbkB9I90LrgYFGitiW45b3EpfEUJ/F0bkwDoLm3dgzZEG1DOei6OgWuk0w6Uf286N5pauAeN3VNZValhVJ7ZFdMbmRWCfsSl5ulHq5Em4Co5oki7YrPm4Ve22jx8/thtMkuSYpD5/LMFAEM+mJiQnKlWMkkGDKpwQp8A/ba3Rxj6LwcoLWlWN6r1zGzXQKBbRFp0VGPBZJGBhTsQc6MqDBmXzCFV6+kkFmS6ZIyN7PhKLFAB6kKW5qLlPVUyZo6Oj0QbY8Rw3fS7KbJKpGSXhb1hjK8WHWZ24LOsohi0P6Ra+HKrZKVQ0eX4D9i1QejCrrTXOwEbMMFs77tNoJhuXLwJjHkXa8c5roe3GGWdRs1ISGkYI5K9YpZ7tJXKwx+rns1MRugrhfmQb5io24SD+T9dcTRNXnMw5WzA2VcInq2rZhHVM0qDHkfpU4PQwWIi3eaMDLGLvYXzVWgmfeC7XhjE0XdoIPCD8/pgfOrfx/RdxJQ1mcFdzaJlgQXDpBDn0Us5hsBr3OUpPe5Ue5qBqt9tFmlpMubETDTItBkMH9QAQEvSgfgz4ylqPGvJDt/+gkqEDUFNbsRanEhFis2LYmgYw0pBlTI13TADQpMQEBu982jezVe9fEjLtszEEPNtu6lSahJxPGwzHuLP4bZsw4HXRNGkkSmn4GNRSaHrMouasLl6GT7J9MaGXATSn0bN6/DZqnva5dY7hEGWUtKNNcg9qLr7zphJBCch1ElPDnrmo1sEjEMqiUlFKwce6CFil34E8hC2Ifc6iEWBJCCH/bRvE4qN9wjFzBdfH26HjrO4rbpsFt1EwtIAbNBwUQQXDU15J+43lrP5Nzvn5kLyTk5O//du/ffXVV4lN//3f//0nfuInTk9Pv/KVr1AJtln9tm/7ti9/+csf+9jHeNpbt2594hOfODw8vHHjBpZjmqZv/dZv/d3f/d3bt29/6lOfqrW+/PLLf/Inf/Iv//IvP/uzP/vWW2994Qtf+OIXv/inf/qnuNouIYYUWFmjBJa7Zo82zXLMYqHYZsxBj6QHUHJSC86q4SIROsS28aYdvRTRy7qmb1QBxvyEZrQudj4bqIuL0YUFxx1WBPz30AOUw1TMpD6sQRwTv86kfpomDgUPNQRyqDe6VTDYQ16KVVWauA4cJ+o/zlypVBIuX716tYtJxbd7gt0gYtyiZiOyYeYDGIdpoXrg6B9r5SEXBgCXIDlxKgElhwzeD+vZgq6PmeOiRZPzutoeXsxm/SJSSs/VBMZxxIUBhnz84x//3Oc+9+u//usvv/xyUmmNlQUBgDeWUrp06dLv//7vf/KTn7x9+/ZGmjA/9EM/dPHixddff/1jH/vYV7/61fv37//BH/zBz//8z3/kIx/5mZ/5mTt37vzZn/0ZWeOg3tNVFQrv+1WNm06JyHIwUcMwkC1x6AEoVhXh+Q9wMfygo9iqSpPruPjZ6JS9/x4+fDhpuJ19FKysRQy5LMkdvF8JHTOrhopnzeprIt45xLdZstfytxeNki7qq+wq8zlrMq6aVdwhnnHMs54VKnbSNYjTWkRJJD82bEUeyKmIJp/dGeFa1tkVnlVzysYwVxOwMmsYq0Mph0l2UIs0BYtUNuz2d4IEsvMcAx5J4A3BJGI5nFUiEXxdzAB3dnaeR1F85dtvv/2Lv/iLm83m7/7u777lW77lSEPv/umf/uno6Oitt97ib3rv//AP//DWW2/13v/iL/7iIx/5CC1txJHXrl37+Mc//s4773zzN3/ztWvXxnG8cuXKP//zP8/z/JnPfOaNN974jd/4jRs3bixScx9U2ItoYBdiaEPO0pD+TtPEnB/S0xqkHFIYJ8GZmTQ0pUhEelVNpJ3V/S1hOmUS7hFDplFqsv4UdS3FPH5VDd9pAHtlE5QP8Q9JMnJZUsT8/ERzSIlovQ7OR8018J52DmMoycmM3ZrjOjLXqlHYDiHmoGjPdzmWmCT8SgDjskAVrl0lblDPSjQ7zz6VSDDhdEyl4smxX7VjZ5eD/5RSdnd3CdfZ92tgpp1KJKJJen4QF8PvkVS4qSYwkhOQKb7xxhuf/OQnd3Z2XnvttXfeeQeCmrM3uvdxr9evX/+xH/ux7Xb77d/+7V/5ylf29vZ4Z8+ePUOn9y//8i/39vZ+6qd+6s///M/39/eHYfjrv/7rH/mRHzk8PPzP//xPkxZX6aJRfWQFeXLu3tXcpg6SFPieo9rBWD5npdg8IIJB3OYmUMsJqGMVp+xmHzjxaOIXkEPbxq8qhbYAgVd1izvz4dAOmumdVExogW26irGzkcBWD6pyRaSSpspdDhX6KsF3kgpnDk6reiCxd8FT3vRjKGvaaXTxI3gF3BiZaFebniMTDpuL2QcHB0V8x2PNhjMqUAX5kzZgoXwMHJbYKOBqSC+xfQCd2+2W4WKo0xkpccFxI+nfRcL9WVRIR86s6nOMkhD8zTff/K7v+q6U0nvvvff5z3+e1aHHp2p+BOf1wx/+8Ntvv81b/9///V8f9HVdf/iHf3gYhl/7tV/7+te//iu/8iu7u7t37txZ1/Uf//Efv/d7v/fWrVuoHoxSz1uFJHpEVznbX5ZUOSpSsXSe1MTQtjXtoWVxFK2gST+D/NvgiT1AF4G0SMWS9i4kn7LUzyP8OqgdzNDEdrs1xkydyFGWg/VB0K2BpjForjhR4ycx0nXUXs8SNMbQIrMTJHtj1uvVKBKQAzCAZem4MSm9tmNhn4GZXL58uQtE/8AHPsDFoVuXUiA7ENbijfFdT548odqQUiLlSxpsfCqZqUlEL8yrncAqEDnmCRgj4KaszgeWZVH7x6rxRWwAlwKgyVQpEjzPNrktHvKP/uiP/uu//usLX/jC3//93zMUDbAsiT5hW/If//Efn/rUp1JKb7/99qc//enf+Z3fIf3d3d397u/+7nEc//u//5vvvnnz5rvvvrssy0/+5E+mlD70oQ/lnL/+9a9jYNzJ30PlP0u3gwcroaC7hokYqwafnErgEsOcJVHhfNR+zG06SfCIj67BikUyfa4PTJq1VkXjMRjCMS6lHB0dEdGyL2muWNW6USToYNvWVT9ZAhfNCU9TiZ1HHjXy0U5pUkeV89pSCqaqBU3vrv6NpjnbnBwu7pgkazINL8WCJVMQkWY3V/Uxe5GpDGD73Jbk6rLxAx6wBZUkih4l9DA5FqLo4e1RVOpa1FrNxmDNHUSVUGUr0tznVqvmfWEyqtg0lX6AVXWAdV3/8A//8Ad+4Ae+7/u+75d/+Zfv3bvHzzEeG9H3uSJD63/0R3/03Xff3d3dvX37NkftO77jO0ip8Q+f/exnf/zHf/zNN9+8cePGl770pZ/+6Z/+/Oc//5nPfAYDgEiG0bSkMu18ln3kdA0wmFfOs22k+zCHnhtHQVMQq/Fjp9CWBaBUQiMBu5a7GlVB4722MEVz1fDwSV2Ls0YTUNccVdPlzlPQtXXIzhGNHKRBUnw1MKK7+gf81E4GYiLOnIdoJhzvnaq3kIaBKpDe2Q6/BrbDyT84OPCAPc7SzZs3l2U5PDy8d+8eL47TUiTdbuyFpsdlWZwkrAIoY6drFlEvhXJbDpJ4Ncxk6ULYIDuS3TmmHf5fLCkDLV5PHAj58SwFhtGJDi7jN3/zN//qr/7q537u537rt36riuvHPYEAttY+9KEP/eqv/mpK6fu///upkh4cHMzz/NGPfvTg4OBzn/vc3/zN34zj+Nu//dvf+Z3f+fLLL3/xi188Pj7+0pe+9E3f9E3f8z3fw44vYjifqs3HtRKfhyz1uI1aY6vIiTbSxshtNVmUSZ8unbAsxn9VxboIVDYwsqN5YcxyIyHz4SS5LKXgOdlbKQiWcM/sRYLgNWg+G1afzire+c+baJ7O/xziO0ayAU5hrOqo7vJB9Ft/r3GhjWRSvenBRnyonEpxCAfpAVve5+HDhzs7O7RZ2dIXaQ8/e/aM4cGoMJj6XiUcxP7pEuXmw1tz7GrbZGs1iGHRVaQqAdL1dZoIbFmYW9cQZed7McHgRY+jKlyU1lpr//qv//q1r33ts5/97O/93u9R8UaLq7V26dIl/veVV14hpEkp/fEf//GtW7c4Qj/4gz+43W7feeedcRyPj4//7d/+7c033/z0pz/94Q9/+Jd+6ZfWdf2FX/iF//mf//nyl7/8iU98omlqDeGmbZUtn+kinBMbfgPAXWP2uBQ7zPFuFj5tP9g18sxRLxkV+6BqXEUPHAF2xlaSeqswWf/CqsKKTVGRmGEW+2AIU5vsi71xW1AmjEY9koWc6pTQy2ZTV5TUZom1YN1tSgfVDUoYM4NpmCTF3tWB1aW63Hvf29v74Ac/+NJLL126dIm8iG1gotft27dBY7C+WbQi7KvDmEePHhXx/Eb1ptjTroEeH5+LoHqaJmL3pmr3JL5DUvMQF2cP994hvQ5BuqKpHr8GjZJxHDPFr+12i8Ebx5E5dg61W2voqsKnrVJYt9ljsEfSEJvNZoMKNv7OOM+kTrzHjx8zgHGrIXk1iEsuohINqog1IfSDWtF7GMRQhDl4i2wC73oQFyMF0tEgFoZDpmi8I/5DHOy4365gDH2es7RrirARR/NVzHtHnIZWZsneD0E1v4ceDKcBPr0220mF9kGThv2+XGFgiWLk7TjH6+bHJ751rOjfv6IPYu44MZKBJ0+eIDUOxXKjoUlVw0SKAOKuSS2Lmp5dQqmSMXX/EyHAVirw/NMYKNbcMOXzFiQeytmaiWWpjP6lUHN0nX4Yhnz16tXtdotcOEaU1eRheAyDG/M8P3r0KMYY7FE/2LquDCdLQUCBAANRgNPTUyqIgyYEkzyBV7KNiMuN2m4kHmr+oyNdjBY3PKio5LDHEbCrgHyvw48qxV/sCgL20zSBGVepUHmrTRogMkt3fyNtAoI09pCLkavUnlPoES0qEq8iJrB13PqUpStocsEc5AUwtMZGjOs5qSAvN+jEa2U9OZmGWUZ15a8Sp3DZJIc+HtjXjJ8h4r979+7t27dZVUAeh/KjRmYRHTXJm3YJyy2ictkl+vTa7hSBZtvt9sqVK6Mm0hptM3fQSXYWU32VoLQXalKXAs+exTrB+I6DBlkWpbm8NuJm7xXMthc0BXYxdwBfr/eOs3Mlr9YKDQZPZ75UFXJHETep6zeF4vaqiQ8kZ4SzQA3W/OGRfAxslWe1AsfdFnNEJ9BLELcjXrIlnkTqrmKY0lsD/uDgsgbRihqoBw4/slqTk0QFbQV5xqL6se+k904za9bgbp40JsRkR6yPuyByUG1p4mMaPJjUgbmqkXpHc9tjRsHVZgl1zfNMFLAjdfLr16/PErdkJZNE7AbJJmTNsCH6zyrz++V2QWFFTFhH585YugiCHivGd81iqtpSE19EqY6tJgzVs2ICq4TgE+rQTepzHJoh6Lg784g/HNXyl4KiAa+niO7H92EVUB1kgh3PRtuhD6szKqcv+L6qmiK4iqP2pFFzTv64ASe1GKRTSVONYeqJYfVVRb0pKL5EUMUhhI9ZChxVHzMnaklKYZilUdNxmqqS0VzZxE4a/rNIosdf5NCWH9qoZxWMqooMRbC9z+qpWh+HMEkgZhfe7l4ujgdbHKrLOI77+/sAR2TVh4eHFy9e5FUiNogdnCTLjjXxGRvUmsMbdAwzqaJH8fTx48f8kPAhi920qoGL/brVlBaHiEPoQIgrRoPEFJq5q9q4e+8W6F8YkjeqijRpVuao5t1BY269LUbNIKjqiPM73oglb9jRtI1ZSjsAWBDu7dy7KpRO3kmq4v4zVsjBODo7oj2poSmJNZA0r9dVM37Os9hTOzDNZ+vntrU2jYv6mAaRGkwIY1m6esO7ZFEm9f5yGrN4oINqHV3Qx7kobhAg6GOPjx1Uh7bbGaWDMIYZM1jrFuh9o2quDotPNOeG984bwZMUUY9w3ewkh4sQY7kfGKPY7P39/VEKecfHxwxs5MZgKJxoLNdGA4fYITCFR5WkvBSboG83DAN5sE0tESkP5dmKWR08pqNCPVrPdjD7/Gw2m5H1sg3rgs+x8ezXCxp4NquN0A5hDJqHQyg9FiEhhJVNYmCDmLe2MUU9siQuDjaMBjr+Pg4zXy9fvgwhpAqozTmTMCV16vCE3F4OkLMzKodMTpiSeLZOlFkKXHCTAhQ7uImh4LCel0qwsWiivX/u35/nedS0tUWi08YobMZ4c10sJtv+dnZwSVbazcMOoS/WmKaJotEbLJLdRLuK0VqzmkJJNIugar87Ct50C4C6TEHPOOf87Nmz+/fvI3mCP+TnFAdsDnjwJQgBJQ0w3tvbYwp3VnPFgwcPiPc4LdjQonFPNpeuKTkHcFKRVd52FoTNel4voKOHtYCwOkuZmdEGo5i9DnxtQR2LN0HspxpJ8Pw7FKUQ0SLVwqCojUY2OOPsgVFMjI7AGL6oajaoo3knmqPkd5zusPWbiMRVnUFTkMK2AXbsy/K5oyWFlh3OYRMl2OlEUkv0ENhjYCC20OBm9hI5tA0M4jmuInJzTYuCAZ1xk0b6itrrnNKAFDtyyKE3vweRxh66akYNySwakDVJURgSTs4Z0dlxHK9eveppLvM8owEBJHh8fIyle/bs2Z07d/gTjDEvndwp50z+NqjcSUBB4bloPiJTlWCAnpyc3L9//9mzZxsJkPkkAzZYcGQUVZGNR/Lj7VEF7jnHeB7XUOOwcRpFw1jEi4rvvkuvNKlLxm63iE9WwxSwIZQwquiZWw0paVLCcSV4leK5kSUjMFUynU0EHsfuXXLNJchTF3WE+HBC16sCBL2tnSrtBPUoftm+oqnRZFSDRZZQnK/mBIPDUwTYO5X3aji2cQi0o1lMXSA6+2aQEs6sHuWqIu6kHpQXV5vXh+FPmmTjaCoHDZLe+8WLFy9duoT+oQ+tU9WqRgIWyuehqFzFCrBra6137969d+8expRQxMlhEeJnz8ZD7e3tvf766wcHB/zmGGaKPnr06Pbt20jHESDshEnpLraMGnfA9YkFivDQKs7LIoYp6/a885tzGYMEO0cbuU1QvOBln0o4yWFPFl+3aqyIAxiHXI4TWFD7hCmIGtQwIfkkiC37zPjdZ/XorKGHuojiNgSplRyqM0l0plUatFvNpWI12d8OMHqQxe2aUzIIJTsXUzp58G0TK9vMTxJ7SkHIdlSfR1Fv/kZzluxYeGc4qPVsaaWqNJ6VKKfAl/briMFqdAu4GjfoEaNTycYkTRI5tknKKsPF/ecImaPid1ElHj6I6Rl3ziqhRd7IGDpXT05O7t69e3h4SPpE9c1BowObrqFsfuNd3RF4Gze1nnt8bPpIvOj3h+/wi2QRsfqj+oOraCpxeyW1BQ5SwPTvO9ONfqOrvS0LFGMrOFb2tzsNsBCLQ/wsPMQHwL4+OjQHBilwgH0GMBstUG5GKa16Nyc1/lZVfJvgrxYkE0fRGZK4PbYFbGvvFZRupzBkYJGap4+6XbktupfFhYImuV8enKw06ePcgxUbQ7Uu7p5R/fWuFSxBucM54SJBtDFQ2YtUznGh0NpZQ3bIoFkK9tU1MOrWdSVVWEQEngLV3L5ud3cXS+3HsS/lQfA5O5qLjry+TyP2vkoitqt+0nvPr776akopIutJoIf3d1wsf4oIXo5B/fpjlOL0yMnHJDqKX0xRkbypPcob0XtulBRMVvTsxfUJdOTX1HjFFRzNb9SS4rqbIUvn/S6G1MAdMDhbgnyGj1kWL3dUD5Sv2VRXGVWS7FIz91f4JrvmShhKaqoxc58+1bDQunQrWEavSRENxKiRbbafPRpdB3Xm//FxwE3B1Sm17WCS/gpNIBZjPda0hyzeni0OxSxSWOpLT5488dd1YUrcOZaX67tCR0hpriQX5035zLOfeaIiGBRvZjSFf8o3b950YENFtohFaGuxhl7jJAxxI3kP4B1MzqgSYzqrd+IdH6+ZQoNLCoKhNZARnKJF1+9wtgeM0stn08UFq9iIq5oMYyTdVR/gkZ3rOxq0ic2Kib1rszCAokaFLDabTXWMjriHpBKPvYrtjkP/STMqF5Glk0Q3nGFPmraSFazawZZADymCPrz4ScK37DNnCLD/DQ94eZ3dNemnO3fiIiklBK222y2BOz3cMV6gF35dV+fHpRQKZIs6FRe15qLsRIx+qqEBrvRtJUPIM8Z8yWC6018OxvACOdyfkfZkBxujiEpNhBAqz3h8AFf7Tfb0jvS1HYF44YYwaQ/j4WjEVqcJ8/H92U5jzrvk2v0p+ti62+ytYgIXVUyi/csqEYyaoWBbOEsxj0feaPz6N0qG2gQOnYsScds2O59R8G4KrLtzh61rLJ9PbKzZgQ+Cc9egg+J74Id07fXeQSpbSNYxk4toIKPU2LPax3z/9r3Pnj3zK3PqZWNvbg9m6NKlSwcHB5BHvLE4tNAWeFIM5STaSK3VE8vdGdM0aOKCZp5WoWHGP4C8ObGm1g6qG5yrJDoBoxjK25w1BdSP9twcl6C1vWji33MHkXNXqyuX48BED1ClC9vVlZJUxktqV3VE6JjB0YXdeixkOs7LQa+qiF/lMMbL5H9KQZne/5tC86EPT/wKjAcwIm8aH72Gebre+j6BSbosRfXUdJZy5xvwLzhAL6GKaXPgU2pHYXYaXmiWXuWkxjQHYyca7BCv08+OFYoXjPlbV33TXsgHxt/ioWM8O0tkYh8vqKvNhXW+dOnS3t7eMAxsG/YV8WETj42rrRIntXRXC7Ot3D7mn6SULK/k08vmnoJ2b1fhkpKCK/dc57kJpj96Ed+9i6biiNAmwXmSE21HXVsJ3DrYPQ295EWpcDScWVMTRxHgsrKxSN4859ltk1hiszCi7fTpihvRMbdBiRT6lezWvREHVd9sfataV+2CDZwngco+Wo4Vx6BYb7fg9hTTwtYw4DUL3fL79ivw1uS99iDmt74wDiOHMWH2fjlA3lmokU/mECplVcORgOQNgk9iQLKAs/QwY+oFBXqaJgoFDx8+fPDgAYaf73LNZxS+V6UsFj1JVjklBbF+jP5QvwAAC2hJREFUZ6ej6iGDBP0j7sLjgIdWDZSvAQR/XoOj09nxwChI1T90yOtLz2rcdMgeje45MHQQKOS3wqerE8pMEj9wF5Jj85Y1RmkOvEgvBI/qgcl+hdEKLhKos/vraoXzIzfJIvgAOPL2AbMpyqIeTRp00AKh6Fytral9x1U/Gx0LidqxNCEBPnucBDsfR8D2t6vkGPwW1lBRtjlzf9YS+ip7wDaMOiQJQRteTGf1Rlch+t70gKdmLzcJEnNvTD9Job3Lfj7uHzsEh9+xBGRXxvGzXsskKZSYEkyq6K2SyDXy89z2CyYZ7XZ9N/ba0XG3oKTJw4ON2pnyV/CzB9Wli4D5HoiKPqP9bDztYP1cHJ8kWDCo8NTFzdxKGyypyu3DliRtC4E0Ka131Ou1qJptMapo7UfIoUWhh75N9lNX/1EKZH2uuYoi7pgnSZjEEb9jGBv+LlS7KO93VpNDIYxrtpCVTqHo63zDEayDkyxMeVSpy+/Xp30KsuxUbZ1mPHjwIG5TB2/DMFhe28q4ts2GehxY+tWv0mkcNLrUB9LPsqjb3eZ/CSMb2SRPnz41Lc/v16YHJvIoUrC3XEppNF3bC5FDYupYvwncqGpqZsnsdrmVcy8pq6q/iMdvd1ZDWdsP6U0wqN8gWvSmeRZNGHwRj8gs2a6wb5RcgkMR1nrVuHBbHUcXXp34mMjgnGiQpk+abyafHYkX3foayO5TmC/veuSOhJqHUEHn1BXxgrp6x4BB4p2ns8N1zlWsmjCAaHe9m0+D5mkSip0CnO1IzI59HEeMrl8W0U5S0wKsGWOGgyQwVtFOscT223ZKjuj8vH4jLSAZtmhJFL0uLCiFBo8YtXYBDP7brnrI8yTw8uXLixiRDoFiNAwubtvMfjXS5GMwhYm2VYoguEXv4B7EzPxKqiqISZpWqzpdHL57ops9vilrvuGiQSm+bAql0BcTTZvbpCnczl7sPWhVmSUVYWk0oikHZr6lGMbEi/t7DZ015fRbTUCz5ymlAC/aA/iL+EMfJL+mHGr5eGbbL4c3Q6AecqQdvtt5ogfhykATjSqHNmJeq70f2ImXlCmRXW0rg9qhrAvUBI/20ODbJc7eWqPEMQwDnsQO3yhcFRDsrwafPNXMjipl8o26xhaNFFo1n8Fr9RxRdlq5kQaGX15V/cwxg41r5ALY1PmpbJCozGU1dhSJArm6AaWpCtJh6U0aycreuuqC3tb9bGedDb/Tx7j5ukpFi6ROk9K+fjY8a6G4a4sFJNA1WiKpkbIH2Mc9brFW712bw4iXJCg9YotrIMNFFKtLKtDvr6rNrZytkCRl9ilI0ieJY68SmylhgJLzhx3N5PTvbzab+awkYxOo4mzBqWBMn7o0Yzi3EKdJCbzj+9lSINsUYhwK7E+fPp2lFl7EGHWQE/3q0dHR48eP2WPc5IULFzzHIOZCkD5jAJyRxbR190GJ3zFNU+wKIOcoQvdnyTz5pU6BNNZU2LIdGkS4GIV8W5jaj9qEnXtvmfkYLYFB9Bzo0z7SixplnDbZ1cTjal8frR03H3/TN9YD8cYW3YfQKWASKLGq/a2HZlwbVz5Osp0RtsCuK8JM3aJpXx8zorjjbdeNWPj0+s6LuufwP0l9KrCRB3VK2Uvb3BAY+3ACavXeDYxWMVL97maR8ptIqfksGawr0pukCM1OHVTMBlSlPgjDp4mGvK4rjfmDOJGj5Iwc7QBLLmLgfsMVeLhIzJzO7QkHHkkYedbUBic0fk8O651teDeMZ+usNtuzmusG4ZVL0MqzwYsp43C23uybPJcexf1hCzpN06pRYr5tO4SiljdzY+zfvSB8nB3ZABuzW9SoxUWyRlz5ONkFxTPGvMBYmixBw8zAkUs0PrFVLX8lAF8pcN+ztEd3woyMJEU9uzj+NnLUB+HutlYp5HhdpJoqCmM8yf4Km8JV8rfOUlrobfAT8b0cM+zvzs4OzcG8OAqyvpQDbHtUO9UqNJJojePKYXjuoilQszttCRw2DPrETWmwlp/wt5NIDTbMHCQDgrHk6U3v3cCnhQp8EuBtY1wC3dLOoQQ0vYmmWs9WKrI4IfwVlKneO019PuQbjbHYaFDfKr4XcYINROTDZDG0fDLTWZpg9CQvfjgnzqdd/C4BwXTKZA/grR+NF8lDlnKRXRl7wnFwxK95HQBEvibRaZOYHGHMGDq2bLa9N9Z1hW1m3r9fmaNZXmgVDltF8VpFjW7q6Gfm59WrV7kNuv+SRKJQHGLl+VLeiB1yrJrN0kvFKtHJQIbAvT334DE2cBySFI6P6vrxITbw5+gcLl0KSsUxpMmiNjiWKOJyxojQvilrpP2JxhP5WLpylMXfbmFie0wSWIKmspQTry50kiTEFroECs2gTtys3MNcFN+Dk0j7WZsiVvLFrT+pA9jmn7/CBnEPONim6u8qGDQpWR/E1PLpcnjJFQbNSB7Fra9q2PWKbTYbD9aN4VNMsjG9jpeccUYb0QVQ8mux0tyVnSf1G6aQOGXxpngK/vbatWuvvPLKjRs3eHFPnz71rBc6SYZhYG5iU/fVoGKft36MvZMAYnt41opjPAzDc2WEJhXviBD7jVZVKG2xUphmPoXhpzE4dlgMCkvnzqBKmdMMexvHhS0UKe2/HG0nhTQ5cKExALaF/rVzGF8NKFiXnHKsWGchpLa4NahlvWggnEKsYrB6Zc5F+Q5Ooq8YxUOO1sTYX1L84K3cAy4UX4F9XVyZIfDvfX2fH59G5+U+xj6ZLKYpol5Mu+J1XVl5RwRdlI0aKpslDAiNh8SqFiml3d3dg4OD69evk5Q+evTI0jjekxw/yHY22TY90VoNoRtkUFWXKGh7VoItw7yLK8J/e3F7GCxuG+PYdxWEf87URYMUg4RoFaKZtMe0MXbi0cOIXAcYETQcxZIwxdeH1tbRSfAauObeIl3Ys1fNj2BL5sMWd3YJkHEK6dO51SA4SSpIn/unMQw+iT+PYVuRpEoNMkdxxc6dhxjcFyEZi+YXOdeMoak9jyMcFtZmIm4A15uK+pVXKTgkGbUmrmEK/AXCj+Fs18EcpOpdMBmGgc5gUE7IcKuIny5CJ7G/WqgrT4GgVdSsYwDAqeYwDKP3n8Pr8SzNwx7Qh96RgN9fUvq4qgJfztK/bNL8az3MnXbi2M4OMonbokr4BLcQQ3yDtr6UE1a/MF/B4DQGJm6jHNLHFJjMjkb4uTPm9AKY86Ih8Lqda1Xhk9Wu8aLHmMKsUl/Zzqer7JWC2KUtSw8V6BSiLLsXX7AK4zasabNSw3hjf5G316hSMafX0aMP6jAMsDy6WtShWztAGgJFskjnMGkuN54HOw02NY4j3fq2Vub2OOudNXRwDRInPL6LFcY2OGnf6KeMW3bQaOIkqddRHIEWanX+Q8dbJRD0euDVTVLw87rbkBTRhh3tTKG71x6gi4M9BN2leIqy4I4U/IxXuQUKKvbgNAxdK2EQvP/DvjVu9CLW0Dkzb28T9/G5E3VuN/uCpirEnw/C06oQnq30Sb3d/V1xbc8dvxxwM05+CoMGe0AXfDXbAmtwbKVi4ht7ESgfxBduqhVQJG7S6E5qy0oCiDEr8Hx8pHlAZ8m0LBcppOcw5qMGxnF8ZT6KVDZGiXM1yVD7znPOGXmSFtoIfWIGcYCXs7zOpNh3EVE+ouk+QoMUe4pYdIYLMXs9zDiJuanPZJJbd9V5KzXZGmoLdn/xnHB7OcAy54LsQRTConyA1z9pJLr5/WNoMUn/fz9Z5BZ7xaQJwfmsSGD8E/+mc0f/k1d4Vd0t/b+OnDd6kfRYLEhN0hIe1BkDgd57N6kiPqm1yBaBlXfeOAQ2IYmfk3XAhiHIuhgdXteVGplvO5b8kmD3JMJfDDK7JAuWwB10Loei43a7hYxta95D3/A0Tf8fQZksiTqHZfMAAAAASUVORK5CYII=\n"
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The segmentation is a 2D numpy array, indicating with 1's where the region of interest is."
      ],
      "metadata": {
        "id": "GYWQK-4Unp8A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# load ground truth segmentation\n",
        "ground_truth_seg = np.array(dataset[idx][\"label\"])\n",
        "np.unique(ground_truth_seg)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LFsWz7NOqIHE",
        "outputId": "9b871ce8-ee5a-4417-8863-da3de77bbc3c"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 1], dtype=int32)"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can visualize this as follows:"
      ],
      "metadata": {
        "id": "5oZhaMkhnu9l"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# a random color palette mapping each class to a color (RGB)\n",
        "palette = [[120, 120, 120], [6, 230, 230]]\n",
        "\n",
        "color_seg = np.zeros((ground_truth_seg.shape[0], ground_truth_seg.shape[1], 3), dtype=np.uint8) # height, width, 3\n",
        "\n",
        "for label, color in enumerate(palette):\n",
        "    color_seg[ground_truth_seg == label, :] = color\n",
        "\n",
        "Image.fromarray(color_seg)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "nmaMowwdqT-J",
        "outputId": "b9b18f80-a680-402a-f22c-43156bddd519"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=256x256 at 0x7FCDCED0CC40>"
            ],
            "image/png": "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\n"
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Load box prompt and predict\n",
        "\n",
        "The MedSAM authors prompt the model with a bounding box based on the ground truth segmentation. Let's do that here:"
      ],
      "metadata": {
        "id": "RUay9xd2a9SX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def get_bounding_box(ground_truth_map):\n",
        "  # get bounding box from mask\n",
        "  y_indices, x_indices = np.where(ground_truth_map > 0)\n",
        "  x_min, x_max = np.min(x_indices), np.max(x_indices)\n",
        "  y_min, y_max = np.min(y_indices), np.max(y_indices)\n",
        "  # add perturbation to bounding box coordinates\n",
        "  H, W = ground_truth_map.shape\n",
        "  x_min = max(0, x_min - np.random.randint(0, 20))\n",
        "  x_max = min(W, x_max + np.random.randint(0, 20))\n",
        "  y_min = max(0, y_min - np.random.randint(0, 20))\n",
        "  y_max = min(H, y_max + np.random.randint(0, 20))\n",
        "  bbox = [x_min, y_min, x_max, y_max]\n",
        "\n",
        "  return bbox\n",
        "\n",
        "input_boxes = get_bounding_box(ground_truth_seg)\n",
        "input_boxes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Qf65TrUSqVZs",
        "outputId": "5de4923b-816d-4622-94a3-8c8ac117cb18"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[130, 86, 256, 184]"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def show_box(box, ax):\n",
        "    x0, y0 = box[0], box[1]\n",
        "    w, h = box[2] - box[0], box[3] - box[1]\n",
        "    ax.add_patch(plt.Rectangle((x0, y0), w, h, edgecolor='green', facecolor=(0,0,0,0), lw=2))  \n",
        "\n",
        "def show_boxes_on_image(raw_image, boxes):\n",
        "    plt.figure(figsize=(10,10))\n",
        "    plt.imshow(raw_image)\n",
        "    for box in boxes:\n",
        "      show_box(box, plt.gca())\n",
        "    plt.axis('on')\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "543TsHTMbk8O"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "show_boxes_on_image(image, [input_boxes])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        },
        "id": "fTFFafBqb2WR",
        "outputId": "2b1eb604-cd87-43fe-8b3e-6d5692fb7149"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The model is prompted to generate a segmentation mask inside the bounding box.\n",
        "\n",
        "We can prepare the inputs for the model and perform a forward pass. We move the inputs and model to the GPU if it's available."
      ],
      "metadata": {
        "id": "X4c7nnw7oBDS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "\n",
        "# prepare image + box prompt for the model\n",
        "inputs = processor(image, input_boxes=[input_boxes], return_tensors=\"pt\").to(device)\n",
        "for k,v in inputs.items():\n",
        "  print(k,v.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YsxUrr1GcA50",
        "outputId": "ef1dc309-7cbb-4d6a-a3df-99335724ea35"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "pixel_values torch.Size([1, 3, 1024, 1024])\n",
            "original_sizes torch.Size([1, 2])\n",
            "reshaped_input_sizes torch.Size([1, 2])\n",
            "input_boxes torch.Size([1, 1, 4])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.to(device)\n",
        "\n",
        "# forward pass\n",
        "# note that the authors use `multimask_output=False` when performing inference\n",
        "with torch.no_grad():\n",
        "  outputs = model(**inputs, multimask_output=False)"
      ],
      "metadata": {
        "id": "R1AxJJfAcR4h"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "outputs.pred_masks.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QUMPuPKJW6qK",
        "outputId": "5265cd2a-d60f-4598-bc7b-2e54d971794c"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([1, 1, 1, 256, 256])"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Note that MedSAM was fine-tuned using a custom [DiceWithSigmoid loss](https://github.com/bowang-lab/MedSAM/blob/66cf4799a9ab9a8e08428a5087e73fc21b2b61cd/train.py#L70), so we need to apply the appropriate [postprocessing](https://github.com/bowang-lab/MedSAM/blob/66cf4799a9ab9a8e08428a5087e73fc21b2b61cd/MedSAM_Inference.py#L67) here:"
      ],
      "metadata": {
        "id": "nD-U_h0nYtBm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# apply sigmoid\n",
        "medsam_seg_prob = torch.sigmoid(outputs.pred_masks.squeeze(1))\n",
        "# convert soft mask to hard mask\n",
        "medsam_seg_prob = medsam_seg_prob.cpu().numpy().squeeze()\n",
        "medsam_seg = (medsam_seg_prob > 0.5).astype(np.uint8)"
      ],
      "metadata": {
        "id": "CUtB8mD_Wx6r"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Visualize\n",
        "\n",
        "Let's visualize the predicted mask:"
      ],
      "metadata": {
        "id": "So8gjG2cX15Z"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def show_mask(mask, ax, random_color=False):\n",
        "    if random_color:\n",
        "        color = np.concatenate([np.random.random(3), np.array([0.6])], axis=0)\n",
        "    else:\n",
        "        color = np.array([30/255, 144/255, 255/255, 0.6])\n",
        "    h, w = mask.shape[-2:]\n",
        "    mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1)\n",
        "    ax.imshow(mask_image)\n",
        "\n",
        "fig, axes = plt.subplots()\n",
        "\n",
        "axes.imshow(np.array(image))\n",
        "show_mask(medsam_seg, axes)\n",
        "axes.title.set_text(f\"Predicted mask\")\n",
        "axes.axis(\"off\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 446
        },
        "id": "unzXdLkIXT0f",
        "outputId": "7abd9dd1-6f1d-4abb-8c18-577bcf180068"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-0.5, 255.5, 255.5, -0.5)"
            ]
          },
          "metadata": {},
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Compare this to the ground truth segmentation:"
      ],
      "metadata": {
        "id": "t4xkeoYXXlCo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots()\n",
        "\n",
        "axes.imshow(np.array(image))\n",
        "show_mask(ground_truth_seg, axes)\n",
        "axes.title.set_text(f\"Ground truth mask\")\n",
        "axes.axis(\"off\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 446
        },
        "id": "52xBBYiuXayI",
        "outputId": "a9bde89a-0ff0-4904-c89f-bdb28c9c690f"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-0.5, 255.5, 255.5, -0.5)"
            ]
          },
          "metadata": {},
          "execution_count": 50
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Create image dataset\n",
        "\n",
        "The code below was used to upload the original data to the Hugging Face hub. It allows for easy sharing, documenting of datasets (you can also decide to upload them as private datasets to the hub such that only certain people, like your colleagues, can access them). Just pass in `private=True` to the `push_to_hub` method below in case you want that.\n",
        "\n",
        "The original data can be found [here](https://github.com/bowang-lab/MedSAM/tree/66cf4799a9ab9a8e08428a5087e73fc21b2b61cd#inference)."
      ],
      "metadata": {
        "id": "N-KvOOhefKDY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import Dataset, Image\n",
        "\n",
        "def create_dataset(images, labels):\n",
        "    dataset = Dataset.from_dict({\"image\": images,\n",
        "                                \"label\": labels})\n",
        "    dataset = dataset.cast_column(\"image\", Image())\n",
        "    dataset = dataset.cast_column(\"label\", Image())\n",
        "\n",
        "    return dataset"
      ],
      "metadata": {
        "id": "cWkJJ7S7dSOq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# load original data hosted on Google Drive\n",
        "result = np.load(\"/content/drive/MyDrive/MedSAM/Dummy data/22-2D-Images/01-US_Breast_Cancer.npz\")\n",
        "\n",
        "dataset = create_dataset(images=result[\"imgs\"], labels=result[\"gts\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pq3Evi-4gSsa",
        "outputId": "71ca979f-e14e-4f12-a9ce-4b7d3359c07c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/datasets/features/image.py:325: UserWarning: Downcasting array dtype int64 to uint8 to be compatible with 'Pillow'\n",
            "  warnings.warn(f\"Downcasting array dtype {dtype} to {dest_dtype} to be compatible with 'Pillow'\")\n",
            "/usr/local/lib/python3.10/dist-packages/datasets/features/image.py:334: UserWarning: Downcasting array dtype int64 to int32 to be compatible with 'Pillow'\n",
            "  warnings.warn(f\"Downcasting array dtype {dtype} to {dest_dtype} to be compatible with 'Pillow'\")\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "syqeVFcagJvc",
        "outputId": "60e3560f-a460-4bca-e3e9-f6fdeda028ed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset({\n",
              "    features: ['image', 'label'],\n",
              "    num_rows: 130\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset[0][\"image\"]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "ZRod3CWcgW84",
        "outputId": "40930916-5097-4529-8e04-265617edcd78"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=256x256 at 0x7F1EC48F0D00>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.unique(np.array(dataset[0][\"label\"]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_3o6GctIg21C",
        "outputId": "73cf1448-b1af-4a81-9799-05d07fec3e8c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 1], dtype=int32)"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from huggingface_hub import login\n",
        "\n",
        "login()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331,
          "referenced_widgets": [
            "959ff7cf441e477788aabc320287c934",
            "0e5e9aa99ab943fd850faf8ada91e704",
            "1e44370710ef4679beb9259497fec9c2",
            "00f19c9124a34af89d65474563bf2bea",
            "bc91051c674b4cfc8811009439c6328c",
            "a0a58593325a4c97af3239fa9ba65025",
            "3534dfc86e894793bb817f109a4354ed",
            "66ccdc3acfa34374aba703f19ac0bdd6",
            "31af063af2fc4803b26e885e0c1f57e6",
            "89e24f74e5d8460a9aadff7d1a2f2936",
            "739cb671b22d457c9de83ce3e93d7346",
            "0b8cc7fca2fa44ff9e231ab07a59593d",
            "42ed28ee3aba40e9bce48b6e5864a078",
            "aa2a2ddb1f53428c921f64ab2508edf4",
            "2ef1962483334606bc2ef0a197a7016d",
            "debb48a4dcc44c4ba62ceb70ad41c0a3",
            "f2ebf7781b0c4c7cac0b1983b0296ee1"
          ]
        },
        "id": "ACpxRi-Qis3L",
        "outputId": "5867b8cf-c6a8-4993-cc27-8b0fe1038d52"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(HTML(value='<center> <img\\nsrc=https://huggingface.co/front/assets/huggingface_logo-noborder.sv…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "959ff7cf441e477788aabc320287c934"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.push_to_hub(\"nielsr/breast-cancer\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67,
          "referenced_widgets": [
            "ad2344b0966c46c7b0a8f38b23c22170",
            "31d4ea9a6c6246cfb48cb87d7e16e840",
            "690ee5198e8541d192175c7ccfa4c0dc",
            "83d885d95bf3456689f8ea3ccd1ea74f",
            "cab1c43904f64483a143ce7d55181418",
            "cf62c617803e49c4a169b493ed385c13",
            "3868fbc9b45c42ef8f85dc43563a5477",
            "07245659909d4ebdafcf845d8d57bba1",
            "09ff4bf44922495097d266a0d315648e",
            "16f52afbc18645ed926d4d4d2be5378b",
            "84c5d3d15cb44b3eb63a188e93cb0026",
            "9aa30011c7e64dad8448fcdd05289130",
            "2cd72921353c4181b659ff8db1df3975",
            "1c77143e1da144d0aa0f1cc72192bf1f",
            "c879a593528640c3b31352d5e5b868c8",
            "1a687106877d440998962edc93f9f829",
            "423a56d2f0f0456ab065b4ef2ffa6ebd",
            "364debcb3c6547979b929b90229c0832",
            "f10af3439e6c42d3bff3fcac6fc08808",
            "673025ef9eb046e29db2be3a5df75409",
            "186184ae21b1443b8c97a4447353698b",
            "ceb5bcf158674228abe9b3dd495cfe47"
          ]
        },
        "id": "uneqhBgSg77z",
        "outputId": "9328dce6-e469-4082-ce00-c2081c84d266"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/130 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ad2344b0966c46c7b0a8f38b23c22170"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Pushing dataset shards to the dataset hub:   0%|          | 0/1 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9aa30011c7e64dad8448fcdd05289130"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:datasets.arrow_dataset:Updating downloaded metadata with the new split.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "IK5zuiiFir0S"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}